Emergence of Things Felt: Harnessing the Semantic Space of Facebook Feeling Tags

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

    Abstract

    In 2013 Facebook launched a feature allowing users to add a feeling tag to their posts. We have collected 18 months worth of such public posts. Our aim is to map the semantic space of ‘Facebook feelings’ to understand patterns in how feelings are tagged and how they can be described in terms of valence and arousal. Our findings reveal temporal and social patterns in the most commonly shared feelings. In line with the ‘exhibitional’ nature of Facebook, our analyses indicate that ‘extreme’ feelings, such as excitement and anger, may be expressed in even more extreme levels of both valence and arousal. Facebook also provides novel emotional scripts (e.g., “meh”) that help people express feelings in ways that traditionally socialized feelings do not. This understanding of the semantic space of ‘Facebook feelings’ ultimately serves to inform the development of an automatic ‘Feelings Meter’.
    In 2013 Facebook launched a feature allowing users to add a feeling tag to their posts. We have collected 18 months worth of such public posts. Our aim is to map the semantic space of ‘Facebook feelings’ to understand patterns in how feelings are tagged and how they can be described in terms of valence and arousal. Our findings reveal temporal and social patterns in the most commonly shared feelings. In line with the ‘exhibitional’ nature of Facebook, our analyses indicate that ‘extreme’ feelings, such as excitement and anger, may be expressed in even more extreme levels of both valence and arousal. Facebook also provides novel emotional scripts (e.g., “meh”) that help people express feelings in ways that traditionally socialized feelings do not. This understanding of the semantic space of ‘Facebook feelings’ ultimately serves to inform the development of an automatic ‘Feelings Meter’.
    LanguageEnglish
    Title of host publicationProceedings of the Thirty Sixth International Conference on Information Systems. ICIS 2015
    EditorsTraci Carte, Armin Heinzl, Cathy Urquhart
    Number of pages20
    Place of PublicationAtlanta, GA
    PublisherAssociation for Information Systems. AIS Electronic Library (AISeL)
    Date2015
    ISBN (Print)9780996683111
    StatePublished - 2015
    EventThe 36th International Conference on Information Systems. ICIS 2015: Exploring the Information Frontier - Fort Worth Convention Center, Fort Worth, Texas, United States
    Duration: 13 Dec 201516 Dec 2015
    Conference number: 36
    http://icis2015.aisnet.org/

    Conference

    ConferenceThe 36th International Conference on Information Systems. ICIS 2015
    Number36
    LocationFort Worth Convention Center
    CountryUnited States
    CityFort Worth, Texas
    Period13/12/201516/12/2015
    Internet address
    SeriesProceedings of the International Conference on Information Systems
    Volume36
    ISSN0000-0033

    Keywords

    • Facebook
    • Feelings
    • Sentiment analysis
    • Arousal
    • Social media
    • Marketing

    Cite this

    Zimmerman, C., Stein, M-K., Hardt, D., & Vatrapu, R. (2015). Emergence of Things Felt: Harnessing the Semantic Space of Facebook Feeling Tags. In T. Carte, A. Heinzl, & C. Urquhart (Eds.), Proceedings of the Thirty Sixth International Conference on Information Systems. ICIS 2015 Atlanta, GA: Association for Information Systems. AIS Electronic Library (AISeL). Proceedings of the International Conference on Information Systems, Vol.. 36
    Zimmerman, Chris ; Stein, Mari-Klara ; Hardt, Daniel ; Vatrapu, Ravi. / Emergence of Things Felt : Harnessing the Semantic Space of Facebook Feeling Tags. Proceedings of the Thirty Sixth International Conference on Information Systems. ICIS 2015. editor / Traci Carte ; Armin Heinzl ; Cathy Urquhart. Atlanta, GA : Association for Information Systems. AIS Electronic Library (AISeL), 2015. (Proceedings of the International Conference on Information Systems, ???volume??? 36).
    @inproceedings{f7ef4e4f65f6458c8568e77ba641796d,
    title = "Emergence of Things Felt: Harnessing the Semantic Space of Facebook Feeling Tags",
    abstract = "In 2013 Facebook launched a feature allowing users to add a feeling tag to their posts. We have collected 18 months worth of such public posts. Our aim is to map the semantic space of ‘Facebook feelings’ to understand patterns in how feelings are tagged and how they can be described in terms of valence and arousal. Our findings reveal temporal and social patterns in the most commonly shared feelings. In line with the ‘exhibitional’ nature of Facebook, our analyses indicate that ‘extreme’ feelings, such as excitement and anger, may be expressed in even more extreme levels of both valence and arousal. Facebook also provides novel emotional scripts (e.g., “meh”) that help people express feelings in ways that traditionally socialized feelings do not. This understanding of the semantic space of ‘Facebook feelings’ ultimately serves to inform the development of an automatic ‘Feelings Meter’.",
    keywords = "Facebook, Feelings, Sentiment analysis, Arousal, Social media, Marketing, Facebook, Feelings, Sentiment analysis, Arousal, Social media, Marketing",
    author = "Chris Zimmerman and Mari-Klara Stein and Daniel Hardt and Ravi Vatrapu",
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    editor = "Traci Carte and Armin Heinzl and Cathy Urquhart",
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    Zimmerman, C, Stein, M-K, Hardt, D & Vatrapu, R 2015, Emergence of Things Felt: Harnessing the Semantic Space of Facebook Feeling Tags. in T Carte, A Heinzl & C Urquhart (eds), Proceedings of the Thirty Sixth International Conference on Information Systems. ICIS 2015. Association for Information Systems. AIS Electronic Library (AISeL), Atlanta, GA, Proceedings of the International Conference on Information Systems, vol. 36, Fort Worth, Texas, United States, 13/12/2015.

    Emergence of Things Felt : Harnessing the Semantic Space of Facebook Feeling Tags. / Zimmerman, Chris; Stein, Mari-Klara; Hardt, Daniel; Vatrapu, Ravi.

    Proceedings of the Thirty Sixth International Conference on Information Systems. ICIS 2015. ed. / Traci Carte; Armin Heinzl; Cathy Urquhart. Atlanta, GA : Association for Information Systems. AIS Electronic Library (AISeL), 2015.

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

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    AB - In 2013 Facebook launched a feature allowing users to add a feeling tag to their posts. We have collected 18 months worth of such public posts. Our aim is to map the semantic space of ‘Facebook feelings’ to understand patterns in how feelings are tagged and how they can be described in terms of valence and arousal. Our findings reveal temporal and social patterns in the most commonly shared feelings. In line with the ‘exhibitional’ nature of Facebook, our analyses indicate that ‘extreme’ feelings, such as excitement and anger, may be expressed in even more extreme levels of both valence and arousal. Facebook also provides novel emotional scripts (e.g., “meh”) that help people express feelings in ways that traditionally socialized feelings do not. This understanding of the semantic space of ‘Facebook feelings’ ultimately serves to inform the development of an automatic ‘Feelings Meter’.

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    KW - Arousal

    KW - Social media

    KW - Marketing

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    Zimmerman C, Stein M-K, Hardt D, Vatrapu R. Emergence of Things Felt: Harnessing the Semantic Space of Facebook Feeling Tags. In Carte T, Heinzl A, Urquhart C, editors, Proceedings of the Thirty Sixth International Conference on Information Systems. ICIS 2015. Atlanta, GA: Association for Information Systems. AIS Electronic Library (AISeL). 2015. (Proceedings of the International Conference on Information Systems, Vol. 36).