Boda, Zsolt and Ring, Orsolya and Szabó, Gabriella (2024) What kinds of emotions are mobilised by different policy fields? A text mining analysis of parliamentary speeches. Working Paper. MORES Working Paper Series, 1. (Unpublished)
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Abstract
Recently, the role of emotions in defining or influencing behaviour, including political behaviour, has been acknowledged, and research is increasingly addressing how affective processes shape our attitudes, actions, and decision-making. Policy studies have also started to analyse how emotions are reflected in policy discourses and how they influence policy change and support for policies. Most of these studies use qualitative methods. Our paper seeks to contribute to the field by conducting quantitative, text-as-data analysis to identify the emotional content of policy discourses. The aim is to give a descriptive analysis of which emotions are mobilised by different policy fields, which emotions are used by the government and the opposition when framing policies, and how the emotional patterns of policy discourses have changed over time. The parliamentary speech databases of the Hungarian Comparative Agendas Project are analysed using state-of-the-art large language models fine-tuned for emotion analysis. The time frame of the project covers the period 1998-2022. Preliminary findings of the computational analysis confirm the tendency of emotionalisation: the manifestations of emotions increase over time, which is especially true for joy and fear.
| Item Type: | Monograph (Working Paper) |
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| Keywords in English: | Emotion Analysis, Large Language Models, Public Policy |
| Subjects: | J Political Science > JA Political science (General) |
| Divisions: | Institute for Political Science |
| Research funder: | European Union (EU), MORES project, grant no. 101132601 |
| Depositing User: | Enikő Meiszterics |
| Date Deposited: | 26 Sep 2024 10:35 |
| Last Modified: | 30 Sep 2024 07:32 |
| Related papers or data collections: | Horst, Dorothea and Scherer, Thomas J. J. (2024) Visions in Crisis: German Lead Candidates for the European Elections 2024. Mediaesthetics – Journal of Poetics of Audiovisual Images, (5). ISSN 2567-9309 |
| URI: | https://openarchive.tk.mta.hu/id/eprint/627 |
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