Do Happy Words Sound Happy ? A study of the relation between form and meaning for English words expressing emotions

This paper presents a study of the relation between a word’s form and the emotion it expresses. We analyze the possibility that the form of words expressing emotions is not completely arbitrary, but in fact, their sound evokes the emotion conveyed. We explore the relation between word form and emotions using a variety of word form representations and machine learning methods. We first show that words expressing an emotion are more similar among them than with words expressing other emotions, and then we discuss the sounds of emotions.

[1]  R. G. Kent,et al.  Language: Its Nature, Development, and Origin , 1923 .

[2]  E. Sapir A study in phonetic symbolism. , 1929 .

[3]  Noam Chomsky,et al.  The Sound Pattern of English , 1968 .

[4]  G. Genette,et al.  Mimologiques : voyage en Cratylie , 1976 .

[5]  P. Ekman An argument for basic emotions , 1992 .

[6]  John Harris,et al.  English Sound Structure , 1994 .

[7]  Hugh T Bredin Onomatopoeia as a Figure and a Linguistic Principle , 1996 .

[8]  I. Linnankoski,et al.  Expression or emotional-motivational connotations with a one-word utterance. , 1997, The Journal of the Acoustical Society of America.

[9]  Kathleen R. McKeown,et al.  Predicting the semantic orientation of adjectives , 1997 .

[10]  Simon King,et al.  Detection of phonological features in continuous speech using neural networks , 2000, Comput. Speech Lang..

[11]  C. Whissell Phonoemotional Profiling: A Description of the Emotional Flavour of English Texts on the Basis of the Phonemes Employed in Them , 2000, Perceptual and motor skills.

[12]  Albino Nogueiras,et al.  Speech emotion recognition using hidden Markov models , 2001, INTERSPEECH.

[13]  George N. Votsis,et al.  Emotion recognition in human-computer interaction , 2001, IEEE Signal Process. Mag..

[14]  M. Magnus What's in a word? : Studies in phonosemantics , 2001 .

[15]  Klaus R. Scherer,et al.  Vocal communication of emotion: A review of research paradigms , 2003, Speech Commun..

[16]  Zhigang Deng,et al.  Emotion recognition based on phoneme classes , 2004, INTERSPEECH.

[17]  Olga Fischer,et al.  Iconicity: literary texts , 2005 .

[18]  Sabine Bergler,et al.  Mining WordNet for a Fuzzy Sentiment: Sentiment Tag Extraction from WordNet Glosses , 2006, EACL.

[19]  Carlo Strapparava,et al.  The Affective Weight of Lexicon , 2006, LREC.

[20]  James W. Pennebaker,et al.  Linguistic Inquiry and Word Count (LIWC2007) , 2007 .

[21]  Six Lectures on Sound and Meaning Lecture , 2007 .

[22]  W. Marsden I and J , 2012 .

[23]  Mann Oo. Hay Emotion recognition in human-computer interaction , 2012 .

[24]  อนิรุธ สืบสิงห์,et al.  Data Mining Practical Machine Learning Tools and Techniques , 2014 .