emotional intensity and categorisation ratings for emotional and nonemotional words
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This article was downloaded by:[University of Nevada, Las Vegas, Libraries]On: 27 April 2008Access Details: [subscription number 792081571]Publisher: Psychology PressInforma Ltd Registered in England and Wales Registered Number: 1072954Registered office: Mortimer House, 37-41 Mortimer Street, London W1T 3JH, UK
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Emotional intensity and categorisation ratings foremotional and nonemotional wordsGregory P. Strauss a; Daniel N. Allen aa University of Nevada Las Vegas, Las Vegas, NV, USA
First Published on: 31 July 2007To cite this Article: Strauss, Gregory P. and Allen, Daniel N. (2007) 'Emotionalintensity and categorisation ratings for emotional and nonemotional words',Cognition & Emotion, 22:1, 114 - 133To link to this article: DOI: 10.1080/02699930701319154URL: http://dx.doi.org/10.1080/02699930701319154
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Emotional intensity and categorisation ratings for
emotional and nonemotional words
Gregory P. Strauss and Daniel N. Allen
University of Nevada Las Vegas, Las Vegas, NV, USA
Research investigating emotion processing has benefited from standardised
stimulus-sets portraying auditory and visual emotions. However, relatively few
stimulus-sets have been developed for emotional words, despite the increasing
popularity of studies comparing the cognitive processing of emotional and
nonemotional words. Words included in studies of emotion often control for
pleasantness, but do not control for other factors such as emotional intensity, word
frequency, and word length. Finally, categorisation ratings of words into discrete
emotional categories are conspicuously absent from the literature. The current
study addresses these issues by developing emotional intensity and categorisation
ratings for a set of 463 words. Participants included 200 undergraduate students
between the ages 18�40. Participants rated words based upon emotional intensity,
and categorised words into discrete emotional conditions for which they perceived a
word as being most representative. Results indicated that many words were reliably
classified into basic emotion categories.
It is known that normal emotion processing promotes well-being and poses
an inherent survival value, while aberrant emotion processing engenders
significant distress and promotes the development and maintenance of
psychological disorders. Due to the heterogeneity and impact of emotional
experience, researchers have attempted to study cognitive processes in
psychopathological and healthy individuals to better understand the nature
of emotional information processing. Several standardised stimulus-sets
have been developed to investigate emotion in relation to these areas of
cognition. Visual stimulus sets have been normed for emotional and
nonemotional photographs displaying faces (Ekman & Friesen, 1976;
Matsumoto & Ekman, 1988), and complex visual scenes (Lang, Bradley,
& Cuthbert, 1999), and auditory stimulus sets have also been normed for
emotional and nonemotional sounds (Bradley & Lang, 1999b). These and
Correspondence should be addressed to: Gregory P. Strauss, Department of Psychology,
University of Nevada Las Vegas, Las Vegas, NV 89154, USA.
E-mail: [email protected]
COGNITION AND EMOTION
2008, 22 (1), 114�133
# 2007 Psychology Press, an imprint of the Taylor & Francis Group, an Informa business
www.psypress.com/cogemotion DOI: 10.1080/02699930701319154
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other standardised stimulus sets have allowed for significant advances in the
understanding of cognition and emotion, as these stimuli promote the
investigation of emotion theories that posit a valence-arousal or discrete
basic emotion model. Although several stimulus sets are available and widely
used in research implementing visual and auditory presentations, relatively
few data sets have been collected for verbal stimuli. In the absence of
standardised words sets, studies utilising non-standardised word lists may be
affected by variance in emotional intensity, valence, and categorisation
associated with the individual words, making results across studies difficult
to compare.Studies that have developed normative word ratings have focused on
factors like goodness, pleasantness, and intensity (Brown, 1965; Brown &
Ure, 1969; Heise, 1965; Jenkins, Russell, & Suci, 1958; Levinger & Clark,
1961; Silverstein & Dienstbier, 1968; Smith & Harleston, 1966). Ratings
from these studies offer support for theoretical models positing the existence
of a valence-arousal model of emotion, and provide verbal stimuli that can
be used to investigate these models. As the field of cognitive psychology
progressed, researchers also developed ratings to investigate emotion in
relation to areas like semantic association. Two major contributions to this
area came by way of Davitz (1969) and Averill (1975). In an attempt to
identify language used to identify emotional states, Davitz required
participants to evaluate a set of 556 statements and determine whether
each statement was related to a set of emotional labels. This procedure
resulted in a corpus of statements used by lay-people to define common
emotions. Averill significantly extended this work, in what is perhaps the
most extensive investigation of emotional words, by developing a semantic
atlas of emotional terms. Continuing Averill’s work, additional studies
examining the emotional lexicon have suggested that emotions are best
defined as internal/mental conditions, states, and have affect as a focus,
rather than cognition or behaviour (Clore, Ortony, & Foss, 1987; Ortony,
Clore, & Foss, 1987).
Additional studies have focused on developing ratings for words that can
be used as stimuli in cognitive investigations of emotion. Brown and Ure
(1969) developed norms for 650 emotional and nonemotional words, and
acquired ratings for 5 separate factors: valence, intensity, goodness,
concreteness, and associative difficulty. These word ratings provided an
important development for emotional-word stimuli, as they proposed
differences in factors related to emotionality (e.g., valence and intensity),
and allowed cognition to be investigated in relation to complex areas like
semantic association. Bellezza, Greenwald, and Banaji (1986) also developed
normative ratings for emotional and nonemotional words. In Bellezza et al.
(1986), participants were required to rate words based upon pleasantness
EMOTIONAL WORD RATINGS 115
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characteristics, resulting in the establishment of valence ratings for 1545
words. A set of over 2000 words has also been normed with regard to
pleasantness and arousal by Bradley and Lang (1999a). Ratings reported by
Bellezza et al. (1986), Bradley and Lang (1999a), and Brown and Ure (1969),
provide normative data on several factors known to differentially contribute
to emotion processing and allowed for investigations of cognition in relation
to a valence-arousal model; however, these ratings do not reflect other
theories postulating the existence of discrete emotions (Ekman, 1992; Izzard,
1977; Tomkins, 1962a, 1962b).
Research conducted by John (1988) incorporated theories of basic
emotion, and developed emotional intensity and free-association ratings
for 480 emotional and nonemotional words. John (1988) selected words for
inclusion if they were deemed by four trained researchers to represent the
discrete emotional categories of happiness, sadness, anger, and anxiety.
John’s (1988) ratings provided an important development in emotional-
word stimulus-sets, as they allowed researchers to investigate verbal
cognition in relation to basic emotion models. Although John’s (1988)
ratings contributed to the ability to assess emotions in relation to discrete
categories, it is unknown whether the words John (1988) included in
discrete categories represented their designated emotions because, as
suggested in a recent review by Nabi (2002), discrete emotions may possess
different meanings for researchers and the general public. For example,
while the emotion disgust is considered by most researchers to reflect a
distinct physical reaction that occurs in conjunction with an object or idea,
lay-individuals may have different conceptualisations such that annoyance
and irritation are experienced in a social context as being representative of
disgust (Nabi, 2002). Other basic emotions may also carry differential
meanings for researchers and lay-persons. As for John’s (1988) ratings,
although many of the words appear to represent their designated
categories, their emotional categorisation has yet to be empirically
validated by lay people. Thus, it is unknown whether lay people consider
words included in John’s (1988) word list, as being representative of their
intended categories.
The fact that researchers and lay persons have different conceptualisa-
tions of emotion may significantly impact emotion research using stimuli
that are not empirically validated in samples of lay individuals. This may be
particularly true for individual words that carry multiple connotations and
may not be solely representative of any one given emotion. To address these
issues, the current study developed lay-person ratings of emotional intensity
and categorisation for words that have been previously reported in studies of
emotion.
116 STRAUSS AND ALLEN
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METHOD
Participants
A total of 254 undergraduate students volunteered to take part in the study,
for which they were compensated with course credit. Participants were
between the ages of 18 and 40 and had adequate corrected vision (B20/200).
Individuals were excluded from the study if they spoke English as a second
language, reported a history of psychiatric or neurological disorder, or failedto complete all study procedures. Based on these inclusion and exclusion
criteria, 54 participants were excluded from final analyses. The remaining
ratings were taken from 200 participants. All participants provided informed
consent prior to the completion of any study procedures.
Materials
The 463 words selected in the current study were taken from normative
ratings developed by Brown and Ure (1969), Bellezza et al. (1986), and John
(1988), as well as empirical studies examining cognition and emotion in
relation to disgust and threat (Charash & McKay, 2002; Paunovic, Lundh, &
Oest, 2002), and studies of learning and memory for words presumed to be
neutral in emotional content (Delis, Kaplan, Kramer, & Ober, 2000; Delis,
Kramer, Kaplan, & Ober, 1987). Several additional emotional words, which
have not been used in previous rating or empirical investigations, were alsoincluded in the current study. These words were selected by the authors to
represent the emotions disgust and anxiety in order to provide an adequate
representation of words for these categories.
Design and procedure
The 484 words were randomly sorted and divided into four separate word
lists. Each list contained a total of 121 words. Several words were repea-ted across and within word lists to establish the reliability and validity of
word ratings. A random letter string (Ytzok) was also included in each word
list to identify participants who responded randomly or did not complete
ratings as instructed. Four separate words were repeated once within each of
the four word lists, resulting in a total of 16 words repeated, to determine the
consistency of individual ratings. These words were: cheerful, fungus,
competent, weakness, violent, onion, lively, grill, terror, blob, uneasy, table,
pious, failure, honour, and vote. A total of 14 words that were similar, butvaried in verb tense, were distributed across all word lists to further evaluate
consistency of participant ratings. These words included: assault, assaults,
attack, attacker, enjoy, enjoying, hate, hatred, punish, punishment, stink,
stinking, threat, and threaten.
EMOTIONAL WORD RATINGS 117
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Participants rated words based upon emotional intensity and emotion
categorisation. Participants first rated their list of 121 words for emotional
intensity. The same 121 words were then rated for emotional categorisation.
An average of 50 participants rated each of the four word lists for both
emotional intensity and categorisation. The amount of time taken to
complete all study procedures approximated one hour. Participants com-
pleted ratings individually or in small groups.
Words were presented to participants via computer in a questionnaire
form. Participants first received one page of instructions for emotional
intensity ratings, followed by a single page of the 121 words. Emotional
intensity instructions required participants to rate each word on a 7-point
Likert-type scale, with 1 indicating ‘‘not very emotional’’ and 7 indicating
‘‘very emotional’’. Participants were also given the option of selecting
‘‘unfamiliar’’ for all words. Upon completing intensity ratings, partici-
pants submitted their responses, and were directed to a screen giving the
option of taking a 5-minute break, or immediately continuing with the
experiment. A second set of instructions detailing categorisation rating
procedures was then presented. Categorisation instructions required
participants to select one of eight discrete emotional categories (happi-
ness, sadness, anger, anxiety, fear, disgust, neutral, and surprise) that they
felt most highly represented the word. Options were presented in a ‘‘drop-
down’’ menu, and listed in alphabetical order. If participants felt that a
word represented an emotion not presented from the given choices, they
were given the option of entering an emotional category in a box labelled
‘‘other’’. Rating procedures for intensity and categorisation were based on
those employed by John (1998), which provided a basis for comparing
the current results to those previously reported, at least for some of the
words.
Emotion categories were selected to include a list of emotions that many
researchers consider ‘‘basic’’. Although there is disagreement regarding
which emotions are in fact basic, and some theorists include emotions not
examined in the current study (e.g., contempt, interest), the emotions
selected are common across the majority of basic emotion theories.
Additionally, although anxiety is considered by some to be a basic emotion
(Oatley & Johnson-Laird, 1987), this category has not traditionally been
considered basic. Anxiety was included in the current study to address a
need within basic emotion and clinical research, namely that there are few
standardised stimulus sets identifying stimuli that are highly representative
of the experience/state of anxiety. Thus, categories included in the current
study may allow for the selection of stimuli that represent emotions of
interest to both clinical and non-clinical investigations.
118 STRAUSS AND ALLEN
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RESULTS
Reliability
Correlation coefficients were calculated to determine the consistency with
which participants rated individual words. For the 16 words repeated within
the 4 word lists, individual ratings were found to be of moderate to high
reliability (Range: r�.67�.93). Of the words presented twice to each
participant, intensity rating correlations were greater than .73 for 14 of 16
words. Reliability estimates suggest that participants were, in general,
consistent in rating the emotional intensity of individual words.
Analyses were also conducted to investigate the reliability of emotional
categorisation ratings. For each of the 16 words repeated within the 4 word
lists, agreement scores were calculated for each subject by determining
the frequency with which participants categorised each word into same
emotion categories. Participants were given a score of 1 for words that they
categorised into the same category, and a score of 0 for words that were
categorised into two different categories. A final percent agreement score
was then calculated by dividing each word’s total score by the total number
of raters. Percent agreement analyses suggest that participants were highly
consistent in categorising individual words (M�0.84; range�.64�.98).
Of the words repeated, 14 of the 16 words had agreement ratings greater
than .80. Words with lower reliability for emotional intensity (weakness,
failure) also evidenced lower agreement among categorisation ratings, which
may partly explain their relatively lower reliability. It is expected that lower
agreement in categorisation and reliability for intensity resulted from
difficulty related to judging these individual words, rather than partici-
pant error, as these words were also not highly categorised into one
individual category. Overall, reliability findings suggest that participants
were able to reliably classify these words according to emotional intensity
and category.
Validity
Emotional intensity ratings obtained in the current study were correlated
with ratings obtained by John (1988) to determine convergent validity.
Ratings were found to be highly correlated (r�.94). Correlational findings
suggest that the current word norms have high convergent validity with
established word lists, as the current norms were highly correlated with John
(1988), and norms obtained by John were highly correlated with emotional
intensity ratings developed by Brown and Ure (1969); r�.95). Convergent
validity findings indicate that ratings obtained in the current study measure
what they purport to measure.
EMOTIONAL WORD RATINGS 119
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T-tests were conducted to determine whether words that are semanti-
cally similar differed with regard to emotional intensity. T-tests were
calculated for the 7 word pairs (14 words that are similar, but vary in verb
tense) that were distributed across the 4 word lists. Word pairs included:
(1) assault and assaults; (2) attack and attacker; (3) enjoy and enjoying; (4)
hate and hatred; (5) punish and punishment; (6) stink and stinking; and (7)
threat and threaten. Results from the t-test were nonsignificant for 5 of the
7 pairs (p�.05), indicating that emotional intensity did not significantly
differ among words expected to evidence similar ratings. Significant
differences were found between the pairs hate and hatred (t�2.88, pB.01)
and assault and assaults (t��3.33, pB.001). Although differences were
found between two of the word pairs, these findings generally suggest that
words that are highly similar in meaning evidenced similar emotional
intensity ratings.
Further evidence for the validity of word-ratings presented in the current
study comes through participant exclusionary procedures. Exclusionary
procedures eliminated all participants that did not select ‘‘unfamiliar’’ while
responding to the random letter string (Ytzok). The implementation of these
exclusionary procedures served to systematically eliminate participants that
evidenced random responding or an inability to the follow designated
instructions.
Emotion intensity and categorisation ratings
Normative emotional intensity and categorisation ratings are presented in
the appendices. The means for emotional intensity rating (Int) are presented
in the first column, followed by standard deviations (SD). These descriptive
statistics indicate that for many of the words, consistency in ratings was
present across participants as indicated by relatively small standard
deviations.The third and fourth columns (labelled Cat. 1 and Cat. 2) indicate the
emotional category of which the word is most and second most representa-
tive. Words with categorisation ratings of 70% or higher were deemed as
highly representative and noted with their corresponding category terms.
Highly representative words are included in Appendix 1. Words that did not
meet criteria for being highly representative (i.e., categorisation ratings
B70%) are presented in Appendix 2. These ‘‘blended’’ words represent
multiple emotional categories.1
1 The full table will be provided to interested readers upon request.
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DISCUSSION
The current study obtained normative intensity and categorisation ratings
for emotional and nonemotional words. The reliability and validity analyses
yielded results comparable to those published in previous research (Brown,
1965; Brown & Ure, 1969; Heise, 1965; Jenkins et al., 1958; John, 1988;
Levinger & Clark, 1961; Silverstein & Dienstbier, 1968; Smith & Harleston,
1966). The establishment of the current emotional categorisation ratings
extends the existing literature in a number of ways. This is the first study to
report emotion categorisation ratings from lay people for words with
presumed emotional and nonemotional content. In this regard, support
was found for the suggestion by Nabi (2002) that emotional words may hold
different meanings for lay people than for emotion researchers, as evidenced
by substantive differences in the categorisation ratings found in the present
study as compared to John (1988). For example, in the present study the
word doom was classified as fear by 70% of the participants, but as
categorised as ‘‘sad’’ by the researchers in John (1988). Similarly, the word
beauty was classified as happiness by 84% of participants, but selected as
neutral by researcher’s in John’s study.
In a related finding, many words were classified as blended when a 70% or
greater classification rate was used as the criteria for indicating that a word
was highly representative of a specific emotion category. John’s prior study
did not include a blended category, but rather used consensus ratings from
four emotion researchers to establish categorisation ratings. Thus, some
words in the current study were classified as blended that had previously
been reported to be representative of a particular emotional category. For
example, the word ‘‘bored’’ did not highly represent one particular emotion
in the present study (Nu�38%; Sd�31%; Ax�15%; Dg�12%), yet was
classified as sadness by John. Some words included in cognitive investiga-
tions of emotion were also not highly representative of their intended
emotions. For example, several words from Charash and McKay (2002)
selected to represent disgust were found to be blended (e.g., corpses, pimple,
phlegm).
Many words included in the current study were also found to be highly
representative of the discrete emotional categories of happiness (e.g.,
cheerful, friendly), surprise (e.g., shocked, surprised), anger (e.g., rage,
aggression), anxiety (e.g., nervous, uneasy) disgust (e.g., vomit, stinking),
fear (e.g., horror, afraid), sadness (e.g., hopeless, gloom), and neutral (e.g.,
bookcase, carrot). While the current study considered words categorised
greater than 70% of the time to validly represent their designated emotions,
increasing or decreasing this cut-off would obviously cause more or fewer
words to be classified as blended. The actual percentages of categorisation
EMOTIONAL WORD RATINGS 121
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for each word are presented in the appendices so that researchers can select
criteria that would be appropriate to the specific goals of their studies.
However, for most studies investigating discrete emotional categories,
selection of words that are highly representative is preferred over those
that are blended, and use of such words may allow for greater consistency of
results observed across studies and study sites.
Procedures used in the current study also improve upon previous
investigations, as words were rated by a relatively large number of
participants (e.g., 30�39 Brown & Ure, 1969, vs. mean of 50 in current
study), and several validity and reliability checks were used to ensure the
validity of ratings obtained.
Finally, the current ratings provide an updated sample of participant
ratings for emotional and nonemotional words. As the most recent word-
ratings were developed over 16 years ago (John, 1988), the current ratings
are of significance since connotations associated with words, and therefore
their intensity and emotion categorisation may change with time and
cultural events. Some of the differences between the current results and
those of John (1988) may also stem from these time and cultural factors.
Issues related to cultural differences were not addressed in the current study,
although support for such differences might be anticipated based on the
apparent differences between lay people and emotion researchers (Nabi,
2002). Future studies may wish to address categorisation differences based
on culture, race, education, sex, or a number of other factors that could
influence the emotional meaning of words for individuals. In any case, the
ratings presented in the current study may allow researchers to more validly
assess cognition related to basic emotions by using words that are highly
representative of individual emotions. Future word-rating studies may
benefit from obtaining normative data for multiple discrete positive
emotions (e.g., love, contentment, interest), and by developing categorisation
ratings that determine the extent to which words are prototypical of discrete
positive and negative emotions. Additionally, since the current ratings were
taken from undergraduate students only, it may be beneficial to obtain
ratings from community members, as these individuals may have different
conceptualisations of these words. Researchers may also benefit from
combining use of stimuli identified in the current study with work conducted
by Averill (1975) and Davitz (1969), which contributes findings beyond those
reported here in a number of ways, to examine the nature of emotion labels,
as well as the overlap between individual basic emotions.
Manuscript received 26 July 2004
Revised manuscript received 19 May 2006
Manuscript accepted 8 February 2007
First published online 31 July 2007
122 STRAUSS AND ALLEN
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determinants of behavioral and physiological responses in a word-association task. Journal
of Verbal learning & Verbal Behavior, 5, 309�313.
Tomkins, S. S. (1962a). Affect, imagery, consciousness. Vol. 1: The positive affects. New York:
Springer.
Tomkins, S. S. (1962b). Affect, imagery, consciousness. Vol. 2: The negative affects. New York:
Springer.
124 STRAUSS AND ALLEN
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APPENDIX 1
Emotional intensity and categorisation ratings for highly representative words
Word Int. (SD) Cat. 1 Cat. 2 Word Int. (SD) Cat. 1 Cat. 2
Angry 6.14 (1.47) Ag 98.0 Fr 2.0 Quote 2.42 (1.70) Nu 94.0 Ax, Hp, Sd 2.0
Mad 6.50 (0.80) Ag 92.0 Sd 4.0 Pliers 1.50 (1.19) Nu 94.0 Fr 4.0
Rage 6.24 (1.38) Ag 92.0 Fr 4.0 Weekly 1.90 (1.49) Nu 94.0 Ax 6.0
Aggression 5.88 (1.65) Ag 90.0 Fr 6.0 Tire 1.67 (1.43) Nu 94.0 Sd 4.0
Violent 6.05 (1.62) Ag 83.0 Fr 13.0 Boat 2.12 (1.75) Nu 93.0 Hp 7.0
Mean 5.71 (1.61) Ag 82.0 Nu 8.0 Quarter 1.93 (1.73) Nu 92.0 Hp 8.0
Enemy 5.43 (1.66) Ag 11.0 Fr 11.0 Resident 2.02 (1.70) Nu 92.0 Hp 8.0
Hatred 6.05 (2.07) Ag 80.0 Dg 16.0 Chair 1.71 (1.54) Nu 92.0 Hp 6.0
Hate 6.90 (0.57) Ag 76.0 Dg 18.0 Soap 1.86 (1.50) Nu 92.0 Hp 6.0
Stern 4.59 (1.83) Ag 76.0 Nu 18.0 Total 1.91 (1.55) Nu 92.0 Hp 6.0
Quarrel 4.71 (1.65) Ag 70.0 Nu 10.0 Bread 1.40 (1.09) Nu 92.0 Hp 6.0
Shove 3.07 (1.90) Ag 70.0 Nu 20.0 Salad 1.48 (1.20) Nu 92.0 Hp 6.0
Nervous 5.84 (1.56) Ax 90.0 Fr 8.0 Salmon 1.71 (1.31) Nu 92.0 Hp, Dg 6.0
Anxious 5.87 (1.34) Ax 88.0 Fr 8.0 Zebra 1.77 (1.40) Nu 92.0 Fr 6.0
Tense 5.19 (1.65) Ax 86.0 Nu 6.0 Parsley 1.74 (1.54) Nu 92.0 Dg 4.0
Restless 4.11 (2.21) Ax 84.0 Nu 12.0 Bag 1.46 (1.18) Nu 92.0 Sd 4.0
Urgent 4.43 (2.00) Ax 82.0 Nu 12.0 Chives 1.20 (0.66) Nu 92.0 Dg 6.0
Uneasy 5.07 (1.87) Ax 76.0 Fr 16.0 Cod 1.40 (0.85) Nu 92.0 Dg 6.0
Rotten 4.00 (2.32) Dg 94.0 Nu 6.0 Giraffe 1.87 (1.70) Nu 90.0 Hp 10.0
Vomit 4.37 (2.10) Dg 87.0 Ax 8.0 Solar 2.28 (1.49) Nu 90.0 Hp 10.0
Stinking 3.43 (1.90) Dg 85.0 Nu 11.0 Oregano 1.94 (1.75) Nu 90.0 Hp 8.0
Stink 3.09 (1.84) Dg 78.0 Nu 20.0 Maple 1.81 (1.40) Nu 90.0 Hp 8.0
Decomposed 3.23 (1.98) Dg 76.0 Nu 16.0 Neck 2.35 (1.67) Nu 90.0 Hp 8.0
Rotting 2.98 (1.84) Dg 76.0 Nu 13.0 Sweater 1.75 (1.54) Nu 90.0 Hp 8.0
Rancid 3.76 (2.22) Dg 74.0 Nu 20.0 Celery 1.21 (0.80) Nu 90.0 Hp 6.0
Filth 3.50 (2.11) Dg 74.0 Nu 22.0 Vitamin 1.90 (1.27) Nu 90.0 Hp 6.0
APPENDIX 1
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APPENDIX 1 (Continued)
Word Int. (SD) Cat. 1 Cat. 2 Word Int. (SD) Cat. 1 Cat. 2
Diarrhoea 3.78 (2.36) Dg 72.0 Nu 12.0 Vitamins 1.65 (1.22) Nu 90.0 Hp 6.0
Fungus 1.95 (1.75) Dg 72.0 Nu 24.0 Closet 2.07 (1.66) Nu 90.0 Hp, Fr 8.0
Maggot 3.41 (1.59) Dg 72.0 Nu 10.0 Halibut 1.76 (1.65) Nu 90.0 Hp, Dg 8.0
Mucous 2.85 (2.13) Dg 70.0 Nu 28.0 Gene 1.96 (1.17) Nu 90.0 Hp, Sp 4.0
Fearful 5.95 (1.75) Fr 94.0 Ag, Ax, Nu 2.0 Lamp 1.59 (1.37) Nu 90.0 Hp 4.0
Terror 6.13 (1.89) Fr 88.0 Ax 10.0 Wax 1.96 (1.54) Nu 90.0 Fr 8.0
Horror 5.86 (1.70) Fr 85.0 Ax 13.0 Signal 2.25 (1.43) Nu 90.0 Ax 6.0
Danger 5.43 (1.51) Fr 82.0 Ax 14.0 Radishes 1.85 (1.58) Nu 90.0 Dg 10.0
Afraid 6.15 (1.95) Fr 80.0 Ax 20.0 Cabbage 1.33 (0.98) Nu 90.0 Dg 8.0
Rattlesnake 2.79 (1.86) Fr 76.0 Nu 20.0 Toaster 1.37 (1.10) Nu 90.0 Sp 6.0
Doom 4.82 (1.93) Fr 70.0 Sd 14.0 Patio 1.67 (1.31) Nu 89.0 Hp 11.0
Scared 6.56 (0.78) Fr 70.0 Ax 18.0 Lawn 1.44 (1.06) Nu 88.0 Hp 10.0
Cheerful 5.56 (1.51) Hp 100 � Porch 1.56 (1.06) Nu 88.0 Hp 10.0
Enjoy 5.41 (1.85) Hp 100 � Corn 1.85 (1.47) Nu 88.0 Hp 10.0
Joy 6.17 (1.40) Hp 100 � India 2.27 (1.62) Nu 88.0 Hp 8.0
Smile 5.76 (1.61) Hp 100 � Grill 1.92 (1.50) Nu 88.0 Hp 6.0
Comfort 5.79 (1.36) Hp 98.0 Ax 2.0 Ladder 1.48 (1.18) Nu 88.0 Fr 8.0
Enjoying 5.57 (1.69) Hp 98.0 Sp 2.0 Bus 1.63 (1.44) Nu 88.0 Ax, Hp 4.0
Friendly 5.37 (1.84) Hp 98.0 Nu 2.0 Vest 1.53 (1.14) Nu 88.0 Ax 4.0
Goodness 4.98 (1.59) Hp 98.0 Nu 2.0 Package 2.07 (1.56) Nu 88.0 Sp 8.0
Happy 6.11 (1.83) Hp 98.0 Nu 2.0 Chisel 1.78 (1.33) Nu 88.0 Ax 6.0
Peace 5.36 (1.82) Hp 96.0 Fr, Nu 2.0 Yield 2.23 (1.49) Nu 88.0 Ax 10.0
Pleasant 5.65 (1.31) Hp 96.0 Fr, Nu 2.0 Wrench 2.56 (1.97) Nu 87.0 Ag, Ax 5.0
Accomplishment 5.63 (1.89) Hp 96.0 Nu, Sd 2.0 Sandwich 1.67 (1.41) Nu 86.0 Hp 14.0
Glad 6.37 (1.12) Hp 96.0 Sp 2.0 Pianist 2.47 (1.54) Nu 86.0 Hp 12.0
Proud 6.21 (1.13) Hp 96.0 Nu 4.0 Squirrel 1.91 (1.84) Nu 86.0 Hp 6.0
Love 6.62 (1.42) Hp 94.0 Ax, Fr, Sp 2.0 Zone 2.08 (1.41) Nu 86.0 Hp, Ax 6.0
Peaceful 5.18 (2.11) Hp 94.0 Nu 4.0 Oyster 1.92 (1.48) Nu 86.0 Dg 8.0
Pleased 5.79 (1.27) Hp 94.0 Sp 6.0 Scan 2.05 (1.70) Nu 86.0 Ax 14.0
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APPENDIX 1 (Continued)
Word Int. (SD) Cat. 1 Cat. 2 Word Int. (SD) Cat. 1 Cat. 2
Sunny 4.50 (1.57) Hp 94.0 Sp 6.0 Zero 2.16 (1.79) Nu 86.0 Sd 10.0
Warmth 4.82 (1.83) Hp 94.0 Nu 6.0 Ginger 1.65 (1.08) Nu 85.0 Hp 9.0
Succeed 5.15 (1.94) Hp 92.0 Ax 6.0 Juice 1.88 (1.69) Nu 84.0 Hp 16.0
Freedom 5.75 (1.95) Hp 92.0 Nu 4.0 Writing 2.09 (1.48) Nu 84.0 Hp 14.0
Sunrise 4.33 (1.54) Hp 92.0 Nu 6.0 Italian 2.38 (1.57) Nu 84.0 Hp 10.0
Humorous 6.08 (1.19) Hp 92.0 Sp 8.0 Chicken 2.47 (1.85) Nu 84.0 Hp, Fr 6.0
Glory 5.71 (1.42) Hp 90.0 Sp, Nu 5.0 Moderate 2.85 (1.41) Nu 84.0 Ax 6.0
Glorious 5.69 (1.21) Hp 90.0 Nu 6.0 Spinach 1.95 (1.72) Nu 84.0 Dg 10.0
Success 4.59 (2.19) Hp 88.0 Ax, Nu 6.0 Pepper 2.00 (1.60) Nu 84.0 Sp 8.0
Faithful 5.79 (1.46) Hp 88.0 Nu 8.0 Drill 2.02 (2.14) Nu 84.0 Fr 8.0
Harmonious 5.20 (1.72) Hp 88.0 Nu 8.0 Incline 2.05 (1.71) Nu 84.0 Ax 12.0
Triumph 5.23 (1.78) Hp 88.0 Nu, Sp 6.0 Pineapple 2.00 (1.65) Nu 83.0 Hp 17.0
Carefree 5.27 (1.59) Hp 86.0 Nu 12.0 Truck 2.12 (1.65) Nu 83.0 Hp 13.0
Honour 5.70 (1.48) Hp 84.0 Nu 8.0 Knight 1.96 (1.49) Nu 82.0 Hp 12.0
Excellence 5.06 (1.60) Hp 84.0 Ax 6.0 Fragment 2.16 (1.79) Nu 82.0 Ax 8.0
Beauty 4.02 (2.47) Hp 84.0 Nu 14.0 Aspirin 2.00 (1.50) Nu 82.0 Ax 10.0
Devoted 5.42 (2.36) Hp 82.0 Nu 12.0 Clock 1.96 (1.49) Nu 82.0 Ax 18.0
Sunset 4.49 (1.88) Hp 81.0 Nu 17.0 Indirect 2.80 (1.67) Nu 82.0 Ax 8.0
Diploma 4.62 (1.60) Hp 80.0 Nu 14.0 Apricots 2.13 (1.60) Nu 80.0 Hp 20.0
Lively 5.15 (1.36) Hp 80.0 Nu, Sp 8.0 Apples 1.56 (1.35) Nu 80.0 Hp 18.0
Rose 4.46 (1.47) Hp 80.0 Nu 8.0 Civilian 2.58 (1.67) Nu 80.0 Hp 16.0
Youthful 4.18 (2.01) Hp 79.0 Nu 17.0 Validity 3.33 (1.78) Nu 80.0 Hp 12.0
Precious 5.18 (1.70) Hp 78.0 Sp 10.0 Flounder 2.49 (1.87) Nu 80.0 Ax, Dg, Hp 6.0
Angel 5.08 (1.73) Hp 76.0 Nu 14.0 Vote 2.84 (1.78) Nu 80.0 Ax 12.0
Easter 4.35 (1.95) Hp 76.0 Nu 20.0 Racket 1.81 (1.32) Nu 80.0 Ag, Sp 6.0
Rainbow 3.13 (1.85) Hp 76.0 Nu 22.0 Absorb 2.16 (1.70) Nu 80.0 Ag, Ax, Dg, Sp 4.0
Safety 4.94 (2.00) Hp 74.0 Nu 10.0 Onion 2.54 (1.94) Nu 80.0 Sd 16.0
Blossom 3.67 (1.72) Hp 72.0 Nu 24.0 Lemons 2.02 (1.55) Nu 79.0 Hp 17.0
Ocean 4.17 (1.59) Hp 72.0 Nu 18.0 Elephant 2.00 (2.29) Nu 79.0 Fr 11.0
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APPENDIX 1 (Continued)
Word Int. (SD) Cat. 1 Cat. 2 Word Int. (SD) Cat. 1 Cat. 2
Divine 4.84 (1.61) Hp 70.0 Nu 28.0 Hammer 1.88 (1.52) Nu 79.0 Ag 15.0
Cabinet 1.70 (1.50) Nu 100 � Books 2.07 (1.58) Nu 78.0 Hp 18.0
Cucumber 1.60 (0.78) Nu 100 � Sheep 1.90 (1.65) Nu 78.0 Hp 12.0
Garage 1.73 (1.55) Nu 100 � Transfer 2.19 (1.67) Nu 78.0 Ax 14.0
Skillet 1.70 (1.59) Nu 100 � Clarinet 2.16 (1.54) Nu 76.0 Hp 22.0
Tray 1.27 (0.96) Nu 100 � Cinnamon 2.33 (1.75) Nu 76.0 Hp 20.0
Wrist 1.81 (1.72) Nu 100 � Expert 2.69 (1.76) Nu 76.0 Hp 16.0
Carrot 1.63 (1.35) Nu 98.0 Hp 2.0 Film 3.43 (1.84) Nu 76.0 Hp 14.0
Lens 1.73 (1.52) Nu 98.0 Hp 2.0 Hint 2.23 (1.49) Nu 76.0 Sp 12.0
Lettuce 1.45 (1.26) Nu 98.0 Hp 2.0 Wallet 2.07 (1.84) Nu 76.0 Ax 8.0
Paprika 1.62 (1.41) Nu 98.0 Hp 2.0 Somehow 1.92 (1.44) Nu 76.0 Ax 16.0
Wagon 1.80 (1.62) Nu 98.0 Hp 2.0 Grass 2.02 (1.48) Nu 75.0 Hp 23.0
Margin 1.89 (1.60) Nu 98.0 Fr 2.0 Grapes 1.98 (1.55) Nu 74.0 Hp 24.0
Slate 2.07 (1.67) Nu 98.0 Fr 2.0 Pastry 1.73 (1.02) Nu 74.0 Hp 24.0
Tires 1.63 (1.53) Nu 98.0 Dg 2.0 Subway 2.05 (1.79) Nu 74.0 Ax, Fr 8.0
Slacks 1.82 (1.45) Nu 98.0 Ax 2.0 Lock 2.29 (1.75) Nu 74.0 Ax 10.0
Dutch 2.00 (1.58) Nu 98.0 Ag 2.0 Car 3.06 (2.13) Nu 73.0 Hp 21.0
Briefcase 1.73 (1.57) Nu 98.0 Sd 2.0 Drums 2.49 (1.63) Nu 73.0 Hp 15.0
Gear 1.74 (1.57) Nu 98.0 Sp 2.0 Bracelet 2.05 (1.52) Nu 72.0 Hp 28.0
Table 1.62 (1.45) Nu 98.0 Sd 2.0 Pottery 2.54 (1.97) Nu 72.0 Hp 26.0
Rug 1.78 (1.57) Nu 96.0 Hp 4.0 Uncle 3.46 (2.08) Nu 72.0 Hp 26.0
Butter 1.54 (1.26) Nu 96.0 Hp, Dg 2.0 Academy 2.07 (1.42) Nu 72.0 Hp 18.0
Palm 1.96 (1.58) Nu 96.0 Hp, Dg 2.0 Recruit 2.33 (1.64) Nu 72.0 Fr, Hp 8.0
Bowl 1.37 (1.01) Nu 96.0 Hp, Ax 2.0 Library 2.06 (1.58) Nu 72.0 Sd 12.0
Camera 1.75 (1.43) Nu 96.0 Hp, Ax 2.0 Matches 2.44 (1.78) Nu 72.0 Fr 12.0
Desk 1.58 (1.51) Nu 96.0 Hp, Ax 2.0 Bathe 2.60 (1.43) Nu 70.0 Hp 28.0
Nutmeg 1.77 (1.66) Nu 96.0 Hp, Sp 2.0 Nearby 2.41 (1.77) Nu 70.0 Hp 22.0
Plums 1.73 (1.66) Nu 96.0 Hp, Sp 2.0 Violin 2.37 (1.84) Nu 70.0 Hp 24.0
Fork 1.67 (1.54) Nu 96.0 Fr, Sp 2.0 Organisation 2.48 (1.69) Nu 70.0 Hp 16.0
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APPENDIX 1 (Continued)
Word Int. (SD) Cat. 1 Cat. 2 Word Int. (SD) Cat. 1 Cat. 2
Factory 1.77 (1.81) Nu 96.0 Ax, Dg 2.0 Willow 2.47 (1.57) Nu 70.0 Sd 22.0
Pen 1.62 (1.52) Nu 96.0 Ag, Ax 2.0 Shoes 1.75 (1.55) Nu 70.0 Hp 28.0
Context 2.27 (2.00) Nu 96.0 Sd, Sp 2.0 Cry 6.44 (1.39) Sd 96.0 Fr, Nu 2.0
Tapes 2.10 (1.70) Nu 96.0 Sp 2.0 Sad 6.07 (1.85) Sd 96.0 Ax 4.0
Cow 2.10 (1.78) Nu 94.0 Hp 6.0 Gloom 5.29 (1.71) Sd 84.0 Fr, Nu 6.0
Saxophone 1.98 (1.47) Nu 94.0 Hp 6.0 Grief 6.00 (1.66) Sd 83.0 Ax 9.0
Tangerines 1.92 (1.58) Nu 94.0 Hp 6.0 Tragic 5.18 (2.03) Sd 72.0 Fr 18.0
Jacket 1.73 (0.95) Nu 94.0 Hp 6.0 Hopeless 5.84 (1.64) Sd 70.0 Fr 13.0
Spatula 1.58 (1.20) Nu 94.0 Hp 4.0 Disappointment 5.75 (1.87) Sd 70.0 Ag, Dg 10.0
Bookcase 1.61 (1.30) Nu 94.0 Hp 4.0 Surprised 5.30 (2.00) Sp 98.0 Hp 6.0
Heel 2.35 (1.87) Nu 94.0 Ag, Fr, Hp 2.0 Amazed 5.65 (1.45) Sp 78.0 Hp 20.0
Sage 1.77 (1.34) Nu 94.0 Dg, Hp, Sp 2.0 Shocked 5.63 (1.47) Sp 78.0 Ax 14.0
Turnip 1.79 (1.63) Nu 94.0 Dg, Hp, Sp 2.0
Note: Int (SD)�Mean emotional intensity (standard deviation); Cat. 1�Emotional category that the word most highly represents; Cat. 2�Category of which the word is second most representative; Ag�Anger; Ax�Anxiety; Dg�Disgust; Fr�Fear; Hp�Happiness; Nu�Neutral;
Sd�Sadness; Sp�Surprise.
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APPENDIX 2
Emotional intensity and categorisation ratings for blended words
Word Int (SD) Cat. 1 Cat. 2 Word Int (SD) Cat. 1 Cat. 2
Excited 6.63 (1.53) Hp 60.0 Sp 30.0 Pious 4.39 (2.15) Nu 60.0 Hp 16.0
Lust 6.38 (0.93) Hp 66.0 Sp, Ax 08.0 Illegal 4.39 (1.73) Fr 34.0 Nu 28.0
Murder 6.27 (1.42) Fr 40.0 Ag 36.0 Earnest 4.38 (1.89) Hp, Nu 44.0 Ax 10.0
Pain 6.21 (1.16) Fr, Sd 34.0 Ax 18.0 Solemn 4.37 (2.10) Sd 44.0 Nu 32.0
Hurt 6.18 (1.50) Sd 57.0 Ag 23.0 Prison 4.37 (2.05) Fr 54.0 Sd 16.0
Suicide 6.17 (1.65) Sd 66.0 Fr 22.0 Felony 4.31 (1.82) Ag 42.0 Fr 26.0
Upset 6.15 (1.09) Sd 52.0 Ag 40.0 Enchantment 4.31 (1.62) Hp 68.0 Sp 22.0
Panic 6.14 (1.80) Ax 64.0 Fr 36.0 Ranting 4.30 (1.65) Ag 42.0 Nu 24.0
Helpless 6.10 (1.26) Sd, Fr 32.0 Ax 28.0 Brooding 4.28 (2.12) Nu 34.0 Ag 32.0
Failure 6.07 (1.44) Sd 50.0 Ax 22.0 Villain 4.26 (1.79) Ag 52.0 Fr 28.0
Desire 6.06 (1.80) Hp 43.0 Ax 25.0 Adequate 4.19 (1.51) Hp 54.0 Nu 32.0
Agony 6.06 (1.60) Sd 43.0 Ax, Fr 19.0 Bored 4.16 (2.31) Nu 38.0 Sd 31.0
Misery 6.04 (1.88) Sd 64.0 Fr 18.0 Shallow 4.16 (1.97) Dg 42.0 Nu 25.0
Fright 6.02 (1.50) Fr 64.0 Ax 24.0 Pimple 4.12 (1.96) Dg 43.0 Ax 21.0
Despair 6.02 (1.43) Sd 62.0 Ax 30.0 Ominous 4.09 (1.81) Nu 60.0 Fr 18.0
Massacre 6.00 (1.33) Fr 32.0 Ag 28.0 Criminal 4.07 (1.73) Fr 48.0 Ag 26.0
Nightmare 5.98 (1.21) Fr 66.0 Ax 32.0 Bold 4.02 (1.85) Nu 40.0 Sp 25.0
Jealous 5.95 (1.92) Ag 44.0 Ax 16.0 Devil 4.02 (1.28) Fr 56.0 Dg 20.0
Cancer 5.94 (1.61) Fr 52.0 Sd 38.0 Lifetime 4.00 (2.16) Nu 48.0 Hp 34.0
Suffer 5.94 (1.30) Sd 52.0 Fr 22.0 Rational 3.98 (1.58) Nu 54.0 Hp 26.0
Evil 5.92 (1.72) Ag 44.0 Fr 42.0 Competent 3.97 (1.84) Hp 51.0 Nu 41.0
Hopeful 5.92 (1.25) Hp 68.0 Ax 20.0 Tumour 3.95 (2.39) Fr 58.0 Nu 18.0
Ashamed 5.90 (1.58) Sd 47.0 Dg 26.0 Wit 3.91 (1.59) Hp 42.0 Nu 34.0
Tender 5.87 (1.21) Hp 46.0 Nu 36.0 Indifferent 3.90 (1.92) Nu 64.0 Sd 14.0
Killing 5.85 (1.87) Ag 54.0 Fr 26.0 Unlawful 3.90 (1.67) Fr 38.0 Dg 20.0
Rejected 5.82 (1.86) Sd 54.0 Ax 20.0 Dog 3.87 (1.89) Nu 64.0 Hp 34.0
APPENDIX 2130
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APPENDIX 2 (Continued)
Word Int (SD) Cat. 1 Cat. 2 Word Int (SD) Cat. 1 Cat. 2
Cruel 5.73 (1.79) Ag 52.0 Fr 24.0 Blitzkrieg 3.83 (2.27) Nu 58.0 Ag 20.0
Calm 5.73 (1.46) Hp 64.0 Nu 34.0 Poison 3.81 (1.97) Fr 62.0 Ag 18.0
Vicious 5.72 (1.91) Ag, Fr 40.0 Ax, Dg 06.0 Standards 3.79 (1.84) Nu 58.0 Ax 28.0
Assault 5.71(1.36) Fr 54.0 Ag 32.0 Active 3.79 (1.64) Hp 68.0 Nu 20.0
Intense 5.71 (2.19) Ax 62.0 Fr 18.0 Flawed 3.77 (1.87) Sd 32.0 Dg 22.0
Torture 5.71 (1.60) Fr 66.0 Sd 14.0 Decay 3.75 (1.95) Dg 56.0 Sd 16.0
Hostile 5.70 (1.80) Ag 66.0 Fr 18.0 Pollute 3.75 (1.62) Dg 56.0 Sd 16.0
Tortured 5.68 (2.00) Fr 56.0 Sd 26.0 Adverse 3.75 (1.38) Nu 48.0 Ax 26.0
Guilty 5.65 (1.69) Ax 38.0 Fr 23.0 Harmless 3.73 (1.78) Nu 68.0 Hp 26.0
Criticised 5.62 (1.61) Sd 42.0 Ag 32.0 Rhythm 3.73 (1.32) Nu 58.0 Hp 42.0
Relieved 5.62 (1.59) Hp 66.0 Nu 18.0 Stimulus 3.70 (1.60) Nu 57.0 Sp 26.0
Attacker 5.62 (1.44) Fr 62.0 Ag 20.0 Balance 3.65 (2.01) Nu 62.0 Hp 30.0
Bad 5.60 (1.50) Ag 44.0 Dg, Sd 20.0 Nursery 3.63 (1.91) Hp 64.0 Nu 36.0
Miracle 5.57 (1.58) Sp 51.0 Hp 47.0 Theatre 3.63 (1.89) Nu 58.0 Hp 24.0
Threat 5.54 (1.30) Fr 66.0 Ag, Ax 16.0 Bright 3.63 (1.87) Hp 62.0 Nu 25.0
Shy 5.53 (1.54) Ax 45.0 Sd 21.0 Absence 3.63 (1.81) Nu 36.0 Sd 34.0
Wicked 5.46 (1.38) Ag 40.0 Fr 28.0 Weather 3.62 (1.71) Nu 40.0 Hp 26.0
Confused 5.41 (1.82) Ax 57.0 Sd 11.0 Mistakes 3.43 (1.92) Sd, Ax 28.0 Ag 18.0
Weakness 5.41 (1.71) Ag 48.0 Dg 36.0 Performance 3.41 (2.05) Nu 40.0 Ax 36.0
Annoy 5.39 (1.83) Ag 34.0 Dg 26.0 Abolish 3.39 (2.07) Nu 32.0 Fr 16.0
Dissatisfied 5.35 (2.00) Ag 34.0 Dg 26.0 Pungent 3.36 (1.97) Dg 62.0 Nu 28.0
Disapproval 5.35 (1.75) Sd 38.0 Ax, Dg 20.0 Impose 3.33 (1.96) Ag 38.0 Nu 30.0
Troubled 5.32 (1.89) Ax 42.0 Sd 22.0 Elegant 3.30 (1.92) Hp 68.0 Nu 32.0
Arrogant 5.30 (1.98) Dg 48.0 Ag 32.0 Infinite 3.29 (1.92) Nu 56.0 Hp 16.0
Attack 5.29 (1.74) Ag 43.0 Fr 28.0 Fan 3.27 (2.13) Nu 62.0 Hp 32.0
Crash 5.24 (1.74) Fr 45.0 Ax 21.0 Kitty 3.27 (1.96) Nu 48.0 Hp 44.0
Punishment 5.17 (1.67) Ag 44.0 Fr 32.0 Gigantic 3.27 (1.95) Nu 58.0 Sp 14.0
Ugly 5.16 (2.09) Dg 49.0 Sd 41.0 Youngest 3.27 (1.87) Nu 64.0 Hp 20.0
Threaten 5.14 (2.00) Fr 62.0 Ax 18.0 Diamond 3.25 (1.87) Hp 54.0 Nu 38.0
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APPENDIX 2 (Continued)
Word Int (SD) Cat. 1 Cat. 2 Word Int (SD) Cat. 1 Cat. 2
Corpses 5.14 (1.62) Dg 50.0 Fr 20.0 Fist 3.21 (1.80) Ag 52.0 Nu 30.0
Bitter 5.13 (1.52) Ag 42.0 Dg 28.0 Pus 3.19 (1.99) Dg 64.0 Nu 36.0
Inferior 5.12 (1.71) Sd 32.0 Ax 28.0 Hearty 3.19 (1.73) Hp 53.0 Nu 45.0
Risk 5.10 (1.57) Ax 55.0 Fr 38.0 Whatever 3.16 (1.64) Nu 64.0 Dg 16.0
Eternal 5.08 (1.85) Hp 55.0 Nu 35.0 Witness 3.12 (1.83) Nu 54.0 Ax 17.0
Poverty 5.08 (1.77) Sd 68.0 Fr 16.0 Friction 3.10 (1.69) Nu 60.0 Ag 18.0
Eager 5.05 (1.95) Ax 48.0 Hp 42.0 Inhibit 3.10 (1.61) Nu 48.0 Ax 28.0
Contempt 5.05 (1.80) Ag 48.0 Nu 16.0 Ooze 3.09 (1.98) Dg 68.0 Nu 32.0
Provoke 5.02 (1.70) Ag 48.0 Ax, Nu 16.0 Actor 3.08 (1.89) Nu 68.0 Hp 18.0
Awkward 5.02 (1.50) Ax 60.0 Nu 18.0 Precise 3.06 (2.00) Nu 54.0 Hp 24.0
Awful 5.00 (2.12) Dg 58.0 Sd 28.0 Exactness 2.98 (1.54) Nu 60.0 Ax 28.0
Blame 5.00 (1.96) Ag 44.0 Ax, Dg 14.0 Keen 2.91 (1.80) Nu 54.0 Hp 32.0
Paralysis 4.94 (1.81) Sd 44.0 Fr 34.0 Testing 2.89 (1.90) Ax 62.0 Nu 30.0
Expectation 4.88 (0.69) Ax 50.0 Nu 24.0 Incomplete 2.85 (1.76) Ax 36.0 Sd 32.0
Innocence 4.87 (1.93) Hp 56.0 Nu 32.0 Restore 2.84 (2.05) Nu 58.0 Hp 40.0
Cautious 4.85 (1.54) Ax 40.0 Fr 36.0 Chimes 2.84 (1.51) Nu 52.0 Hp 40.0
Punishable 4.83 (1.85) Ag 47.0 Fr 43.0 Acquaint 2.81 (1.69) Nu 63.0 Hp 24.0
Fault 4.83 (1.64) Ax 26.0 Sd 22.0 Rabbit 2.79 (1.71) Hp 52.0 Nu 44.0
Goals 4.79 (1.84) Hp 40.0 Ax 28.0 Coffee 2.76 (2.07) Nu 66.0 Ax 15.0
Ambush 4.77 (1.82) Fr 48.0 Sp 20.0 Refund 2.75 (1.93) Nu 52.0 Hp 42.0
Fair 4.77 (1.71) Hp 60.0 Nu 38.0 Assail 2.73(1.93) Nu 68.0 Fr 16.0
Ache 4.77 (1.65) Sd 48.0 Nu 24.0 Faeces 2.73 (1.94) Dg 60.0 Nu 36.0
Intruder 4.77 (1.64) Fr 60.0 Ag, Ax 16.0 Wildlife 2.73 (1.54) Nu 58.0 Hp 34.0
Superior 4.77 (1.48) Hp 36.0 Nu 26.0 Deduct 2.71 (1.78) Nu 49.0 Sd 19.0
Spite 4.76 (1.89) Ag 66.0 Nu 22.0 Sanction 2.71 (1.58) Nu 66.0 Ag 12.0
Perfect 4.75 (1.76) Hp 44.0 Nu 22.0 Knife 2.69 (1.90) Nu 62.0 Fr 24.0
Inadequate 4.73 (1.69) Sd 40.0 Ax 22.0 Urine 2.67 (2.09) Dg 48.0 Nu 46.0
Scream 4.68 (2.13) Fr 68.0 Sp 12.0 Yellow 2.67 (1.56) Hp 42.0 Nu 40.0
Awe 4.67 (1.97) Sp 60.0 Hp 28.0 Replace 2.66 (1.80) Nu 52.0 Sd 20.0
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APPENDIX 2 (Continued)
Word Int (SD) Cat. 1 Cat. 2 Word Int (SD) Cat. 1 Cat. 2
Lethal 4.67 (1.84) Fr 62.0 Nu 12.0 Quick 2.66 (1.76) Nu 58.0 Ax 34.0
Discipline 4.67 (1.56) Nu 34.0 Fr 20.0 Pink 2.65 (1.89) Nu 70.0 Hp 24.0
Critical 4.66 (2.10) Ax 64.0 Nu 14.0 Tiger 2.65 (1.74) Nu 42.0 Fr 36.0
Assaults 4.65 (1.68) Fr 50.0 Ag 40.0 Phlegm 2.62 (1.91) Dg 56.0 Nu 40.0
Lucky 4.65 (1.62) Hp 62.0 Sp 28.0 Rapid 2.61 (2.03) Nu 56.0 Ax 42.0
Stubborn 4.63 (1.92) Ag 68.0 Ax 14.0 Motorcycle 2.60 (1.60) Nu 56.0 Fr 20.0
Rescue 4.62 (1.59) Hp 54.0 Ax 20.0 Search 2.56 (1.54) Nu 52.0 Ax 36.0
Castration 4.61 (2.40) Fr 40.0 Ax 14.0 Scab 2.55 (1.55) Nu 44.0 Dg 36.0
Rebel 4.60 (1.93) Nu 26.0 Ag 22.0 Fashion 2.52 (1.73) Nu 68.0 Hp 30.0
Obesity 4.57 (1.88) Sd 49.0 Dg 24.0 Occasion 2.50 (1.72) Nu 52.0 Hp 26.0
Majestic 4.56 (2.01) Hp 52.0 Nu 40.0 Retained 2.49 (1.53) Nu 62.0 Ax 12.0
Kidnapper 4.55 (2.34) Fr 64.0 Dg 10.0 Blob 2.48 (1.74) Nu 64.0 Dg 34.0
Imperfect 4.55 (1.85) Sd 40.0 Ax, Nu 17.0 Seashell 2.45 (1.68) Nu 64.0 Hp 34.0
Grave 4.52 (2.16) Fr 56.0 Sd 30.0 Lion 2.41 (1.91) Nu 50.0 Fr 40.0
Ardent 4.52 (2.06) Nu 58.0 Hp 24.0 Guitar 2.31 (1.59) Nu 68.0 Hp 28.0
Cross 4.50 (1.48) Nu 40.0 Hp 28.0 Green 2.25 (1.61) Nu 64.0 Hp 24.0
Punish 4.45 (2.29) Ag 38.0 Fr 30.0 Voltage 2.24 (1.68) Nu 45.0 Fr 28.0
Inflict 4.45 (2.07) Ag 38.0 Fr 26.0 Barbecue 2.23 (1.70) Nu 58.0 Fr 42.0
Coma 4.45 (1.87) Sd 68.0 Fr 26.0 Sooner 2.16 (1.43) Nu 64.0 Sp 14.0
Law-breaker 4.44 (1.90) Ag 36.0 Fr 33.0 Basement 2.12 (1.48) Nu 66.0 Fr 21.0
Worse 4.41 (2.02) Sd 28.0 Nu 26.0 Cherries 1.87 (1.55) Nu 68.0 Hp 30.0
Wonder 4.41 (1.74) Sp 56.0 Nu 19.0 Peaches 1.87 (1.36) Nu 68.0 Hp 30.0
Note: Int (SD)�Mean emotional intensity (standard deviation); Cat. 1�Emotional category that the word most highly represents;
Cat. 2�Category of which the word is second most representative; Ag�Anger; Ax�Anxiety; Dg�Disgust; Fr�Fear; Hp�Happiness;
Nu�Neutral; Sd�Sadness; Sp�Surprise.
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