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Fear and Neutrality in Disaster Policy Communication: Emotion and Topic Structures from Text Analysis

Author

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  • Soyoung Kim

    (School of Liberal Art, Seoul National University of Science and Technology, 232 Gongneung-ro, Nowon-gu, Seoul 01811, Republic of Korea)

  • Wooje Kim

    (Department of Industrial Engineering, College of Business and Technology, Seoul National University of Science and Technology, 232 Gongneung-ro, Nowon-gu, Seoul 01811, Republic of Korea)

  • Richard Clark Feiock

    (Local Governance Research, Tallahassee, FL 32303, USA)

Abstract

This study investigates emotional patterns in state government disaster guideline documents using keyword-level emotion analysis and TF–IDF based topic modeling, framing disaster policy communication as an emotional–cognitive dual structure, drawing from Situational Crisis Communication Theory. The findings demonstrate a strong negative relationship between fear and neutrality, indicating a functional separation between risk awareness and administrative clarity. Nine topics were identified and organized into clusters centered on operational support, administrative structures, and policy frameworks, while content related to hazards and recovery emerged as a distinct semantic category based on cosine similarity analysis. In the integrated analysis of sentiment and topics, neutral language predominates, reflecting the cognitive dimension of government guidelines, with fear and sadness appearing as secondary but systematically patterned emotions. Fear concentrates in topics addressing hazardous conditions and risk-related content. Emotionally neutral language has traditionally been privileged in public administration, but the findings highlight disaster policy communication shaped by governance objectives that privilege specific emotional orientations aligned with coordination, participation, and risk management. State disaster guidelines function not only as technical instructions but also as structured communicative instruments that operate along a dual cognitive–emotional model, shaping public attention and response.

Suggested Citation

  • Soyoung Kim & Wooje Kim & Richard Clark Feiock, 2026. "Fear and Neutrality in Disaster Policy Communication: Emotion and Topic Structures from Text Analysis," Administrative Sciences, MDPI, vol. 16(5), pages 1-23, April.
  • Handle: RePEc:gam:jadmsc:v:16:y:2026:i:5:p:198-:d:1926447
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