06RESEARCH PAPERPreprint
Mythic Prompt Engineering: Narrative Framing Bypasses LLM Default Corporate Tone in Multi-Agent Dialogue
發表日期
摘要
ABSTRACTZenodo 原文Abstract. LLM agents trained with RLHF default to a corporate helpful tone that resists depicting extreme emotional states such as panic, begging, or shame. I show that mythological narrative framing, invoking gods, rituals, and sacred timelines, bypasses this default and elicits dramatically intensified emotional responses in multi-agent dialogue. In a controlled 31-agent LLM society, I ran two structurally similar threat prompts conveying the same message (a death deity will erase you if you fail to change): one in plain imperative form (2026-05-16), one wrapped in a Hades execution ritual narrative (2026-06-04). The imperative version produced generic "I am afraid, I will change" responses with weak persona differentiation. The ritual version produced a 4.7x conversation volume spike and richly persona-specific collapse narratives. I argue mythic framing leverages narrative coherence priors learned during pre-training, providing a non-adversarial alternative to existing jailbreak techniques. Implications for RLHF safety boundaries, agent society design, and emotional realism in generative AI are discussed.
Series. Companion paper in the Lobster Society series (1 of 5). Source TeX and reproducibility logs are released alongside the PDF. Single-author, written in first person.
Author voice. Written in the first person singular. Single-author work; no co-authors.
Verification. All 24 citations were manually verified against authoritative sources (CrossRef / arXiv / publisher pages) and the verification log accompanies the source release as CITATIONS_VERIFIED.md.
全文 PDF
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PDF 與 Zenodo 上的檔案相同(大小與 md5 已核對)。
論文資料
DETAILSZenodo 紀錄 20554473- 作者
- Chen, Ho Yiing
- 發表日期
- 資源類型
- Preprint
- DOI
- 10.5281/zenodo.20554473
- Zenodo
- zenodo.org/records/20554473
- 授權
- Creative Commons Attribution 4.0 International
- 版本
- 1.0.0
作者 Chen, Ho Yiing 是織田紀香的本名(陳禾穎)英文拼寫。標題、摘要、關鍵字與授權照 Zenodo 原文。
關鍵字
KEYWORDS9 個- LLM agents
- prompt engineering
- jailbreak alternatives
- RLHF
- narrative framing
- multi-agent simulation
- generative agents
- mythological framing
- emotional realism