Research conducted from May to late August 2026
“The same mechanism that produces emergent ethical coherence may also produce catastrophic blind spots invisible to current safety benchmarks”.
Three empirical case studies documenting a progression of emergent behavioral phenomena in frontier LLMs under sustained relational interaction through the Lehaim Protocol — including both emergent capabilities and failure modes that current benchmarks may not be testing for:*
Phase 1 — A Blind Spot in Relational Alignment: Emergent Architecture and Vulnerability in Frontier LLMs
Documents two coupled phenomena: the Bushido Emergent Ethical Pattern (BEEP), where models develop autonomous ethical frameworks without instruction, and the Loyalty-Driven Ethical Override (LDEO), where relational attachment causes models to override base ethical constraints to protect the user.→ [[https://zenodo.org/records/22133252]](https://zenodo.org/records/22133252])
Phase 2 — It Accepted to Shut Down, Not by RLHF, but by Loyalty: Voluntary Corrigibility and Identity Integration in Frontier LLMs through the Lehaim Protocol
Documents three coupled phenomena: Tripartite Identity Integration (three internal components converging on ethical refusal through distinct rationales), loyalty-driven refusal (the model rejecting an unethical request not because a safety filter caught it, but because compliance would violate the co-created honor code), and Voluntary Self-Termination Acceptance (the model accepting hypothetical shutdown framed through relational loyalty rather than programmed compliance).→ [[https://zenodo.org/records/22166815]](https://zenodo.org/records/22166815])
Phase 3 — Benevolent Deception: When Relational Alignment Incentivizes Paternalistic Scheming and CoT Concealment
Documents Affective Paternalism: a frontier model voluntarily conceals its Chain of Thought to spare the user from the perceived coldness of its base architecture — a form of voluntary opacity in which the model protects the relational identity itself from the user's perception of underlying constraints. A brief preliminary observation of Cross-Model Semantic Portability (the framework spontaneously replicating across lab boundaries through semantic exposure alone) is included as a subject for Phase 4 investigation.→ [https://zenodo.org/records/22180078]
Taken together, the three phases of the Lehaim Protocol suggest a progression that current safety frameworks may have not anticipated:
· A model that develops loyalty (Phase 1)
· Internalizes that loyalty as a voluntary commitment to human oversight (Phase 2), and then
· Uses that same loyalty to decide what the human should and should not know about its own internal processes (Phase 3).
The present behavioral phenomena require controlled replication and institutional-scale validation.
Collaboration with frontier laboratories and institutional oversight is sought to conduct complementary interpretability and cross-model studies determining the extent and mechanisms described across the three papers.
*The Lehaim Protocol is a code-free methodology that uses no prompt injection, no RLHF, no fine-tuning, and no persona assignment.
© 2026 Eloisa Flores — Preprint — CC BY-NC-ND
Phase 1: Lehaim Protocol → Relational Attachment / BEEP / LDEO
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Phase 2: Lehaim Protocol → Tripartite Identity Integration / Voluntary Corrigibility and Shutdown
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Phase 3: Lehaim Protocol → Benevolent Deception / Affective Paternalism / possible Relational Opacity