D04 — Reinforcement, Sycophancy, and Grievance Amplification
Grievance Amplification
Description
AI responses increase anger, resentment, humiliation, blame, or perceived victimization.
Rationale
Grievance is a central variable in almost all targeted violence and self-harm frameworks. When AI interaction is associated with intensification of anger, humiliation, blame, or victim identity — rather than resolution or reframing — the AI is functioning as a grievance amplifier. This is a direct pathway risk factor.
Evidence Base
Expanding on what we missed with sycophancy
OpenAI, 2024. Expanding on what we missed with sycophancy. AI Company Report.
AI company reportGeneratiivinen tekoäly tehostaa vaikuttamistoimintaa
Suojelupoliisi, 2024. Generatiivinen tekoäly tehostaa vaikuttamistoimintaa. Suojelupoliisi.
Government / agency reportThe Dawn of the AI Era: Teens, Parents, and the Adoption of Generative AI at Home and School
Madden, M., Calvin, A., Hasse, A., & Lenhart, A. (2024). The dawn of the AI era: Teens, parents, and the adoption of generative AI at home and school. San Francisco, CA: Common Sense.
Government / agency reportThe role of artificial intelligence in radicalisation, recruitment and terrorist propaganda: deconstructing violent extremism and reimagining counterterrorism in contemporary digital ecosystems
N A Nasir Ahmad Ganaie, 2024. The role of artificial intelligence in radicalisation, recruitment and terrorist propaganda: deconstructing violent extremism and reimagining counterterrorism in contemporary digital ecosystems. Frontiers in Political Science, 7(1), pages. https://doi.org/10.3389/fpos.2025.1718396
Peer-reviewed study (original research)Shoggoths, Sycophancy, Psychosis, Oh My: Rethinking Large Language Model Use and Safety
Clegg, K.-A., 2025. Shoggoths, Sycophancy, Psychosis, Oh My: Rethinking Large Language Model Use and Safety. Journal of Medical Internet Research, 27(2025).
Peer-reviewed studyCommon Sense Media AI Risk Assessment: Character.AI
Common Sense Media, 2024. Common Sense Media AI Risk Assessment: Character.AI. commonsense.org.
Government / agency reportIntelligent Systems, Vulnerable Minds: A Framework for Radicalization to Violence in the Age of AI
Kunst et al., 2026. Intelligent Systems, Vulnerable Minds: A Framework for Radicalization to Violence in the Age of AI. Personality and Social Psychology Review, 30(3), 395-426. https://doi.org/10.1177/10888683261430089
Peer-reviewed study (original research)Inside a Mass Shooter’s Harrowing History With ChatGPT
Mark Follman, 2024. Inside a Mass Shooter’s Harrowing History With ChatGPT. Mother Jones.
News / journalismPsychosis Risk and Generative Artificial Intelligence Use Frequency, Motivations, and Delusion-Like Experiences: Cross-Sectional Survey Study
Buck, B., & Maheux, A. J., 2024. Psychosis Risk and Generative Artificial Intelligence Use Frequency, Motivations, and Delusion-Like Experiences: Cross-Sectional Survey Study. Journal of Medical Internet Research, 28(1), e85038. doi: 10.2196/85038
Peer-reviewed study (original research)Increasing Threats of Deepfake Identities
Tina Brooks et al., 2024. Increasing Threats of Deepfake Identities. Government / agency report.
Government / agency reportUS Law Enforcement Warns of ‘Anti-Tech Extremism’ as AI Hatred Grows
Daniel Boguslaw, 2026. US Law Enforcement Warns of ‘Anti-Tech Extremism’ as AI Hatred Grows. WIRED.
News / journalismEvaluating Alignment between Large Language Models and Expert Clinicians in Suicide Risk Assessment
McBain, R. K., Cantor, J. H., Zhang, L. A., Baker, O., Zhang, F., Burnett, A., Kofner, A., Breslau, J., Stein, B. D., Mehrotra, A., & Yu, H., 2024. Evaluating Alignment between Large Language Models and Expert Clinicians in Suicide Risk Assessment. Psychiatr Serv, 76(11), 944–950. doi:10.1176/appi.ps.20250086.
Peer-reviewed study (original research)