This article provides a comprehensive investigation on the relations between virality of news articles and the emotions they are found to evoke. Virality, in our view, is a phenomenon with many facets, i.e. under this generic term several different effects of persuasive communication are comprised. By exploiting a high-coverage and bilingual corpus of documents containing metrics of their spread on social networks as well as a massive affective annotation provided by readers, we present a thorough analysis of the interplay between evoked emotions and viral facets.We highlight and discuss our findings in light of a cross-lingual approach: while we discover differences in evoked emotions and corresponding viral effects, we provide preliminary evidence of a generalized explanatory model rooted in the deep structure of emotions: the Valence-Arousal-Dominance (VAD) circumplex. We find that viral facets appear to be consistently affected by particular VAD configurations, and these configurations indicate a clear connection with distinct phenomena underlying persuasive communication.

Deep feelings: A massive cross-lingual study on the relation between emotions and virality / Guerini, M.; Staiano, J.. - (2015), pp. 299-305. (Intervento presentato al convegno WWW tenutosi a Firenze, Italia nel boh) [10.1145/2740908.2743058].

Deep feelings: A massive cross-lingual study on the relation between emotions and virality

Guerini, M.;Staiano, J.
2015-01-01

Abstract

This article provides a comprehensive investigation on the relations between virality of news articles and the emotions they are found to evoke. Virality, in our view, is a phenomenon with many facets, i.e. under this generic term several different effects of persuasive communication are comprised. By exploiting a high-coverage and bilingual corpus of documents containing metrics of their spread on social networks as well as a massive affective annotation provided by readers, we present a thorough analysis of the interplay between evoked emotions and viral facets.We highlight and discuss our findings in light of a cross-lingual approach: while we discover differences in evoked emotions and corresponding viral effects, we provide preliminary evidence of a generalized explanatory model rooted in the deep structure of emotions: the Valence-Arousal-Dominance (VAD) circumplex. We find that viral facets appear to be consistently affected by particular VAD configurations, and these configurations indicate a clear connection with distinct phenomena underlying persuasive communication.
2015
Proceedings of WWW 2015
1515 BROADWAY, NEW YORK, NY 10036-9998 USA
ASSOC COMPUTING MACHINERY
9781450334730
Guerini, M.; Staiano, J.
Deep feelings: A massive cross-lingual study on the relation between emotions and virality / Guerini, M.; Staiano, J.. - (2015), pp. 299-305. (Intervento presentato al convegno WWW tenutosi a Firenze, Italia nel boh) [10.1145/2740908.2743058].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/362923
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