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The Expression of Emotions in 20th Century Books

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  • Alberto Acerbi
  • Vasileios Lampos
  • Philip Garnett
  • R Alexander Bentley

Abstract

We report here trends in the usage of “mood” words, that is, words carrying emotional content, in 20th century English language books, using the data set provided by Google that includes word frequencies in roughly 4% of all books published up to the year 2008. We find evidence for distinct historical periods of positive and negative moods, underlain by a general decrease in the use of emotion-related words through time. Finally, we show that, in books, American English has become decidedly more “emotional” than British English in the last half-century, as a part of a more general increase of the stylistic divergence between the two variants of English language.

Suggested Citation

  • Alberto Acerbi & Vasileios Lampos & Philip Garnett & R Alexander Bentley, 2013. "The Expression of Emotions in 20th Century Books," PLOS ONE, Public Library of Science, vol. 8(3), pages 1-6, March.
    • Handle: RePEc:plo:pone00:0059030
    DOI: 10.1371/journal.pone.0059030
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    1. Serguei Saavedra & Jordi Duch & Brian Uzzi, 2011. "Tracking Traders' Understanding of the Market Using e-Communication Data," PLOS ONE, Public Library of Science, vol. 6(10), pages 1-7, October.
    2. Pablo Mateos & Paul A Longley & David O'Sullivan, 2011. "Ethnicity and Population Structure in Personal Naming Networks," PLOS ONE, Public Library of Science, vol. 6(9), pages 1-12, September.
    3. Mark Pagel & Quentin D. Atkinson & Andrew Meade, 2007. "Frequency of word-use predicts rates of lexical evolution throughout Indo-European history," Nature, Nature, vol. 449(7163), pages 717-720, October.
    4. Erez Lieberman & Jean-Baptiste Michel & Joe Jackson & Tina Tang & Martin A. Nowak, 2007. "Quantifying the evolutionary dynamics of language," Nature, Nature, vol. 449(7163), pages 713-716, October.
    5. Eduardo G Altmann & Janet B Pierrehumbert & Adilson E Motter, 2011. "Niche as a Determinant of Word Fate in Online Groups," PLOS ONE, Public Library of Science, vol. 6(5), pages 1-12, May.
    6. Bentley, R. Alexander & Ormerod, Paul, 2010. "A rapid method for assessing social versus independent interest in health issues: A case study of 'bird flu' and 'swine flu'," Social Science & Medicine, Elsevier, vol. 71(3), pages 482-485, August.
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