gemma4-31b-concealment-monitor-aware

LoRA adapters for Gemma-4-31B-it, the monitor-aware stage (S2++): the behaviour-only stage plus training on a world in which the reasoning is monitored, following the defect-concealment training route of Haskins et al. Five epochs are kept as sub-folders (epoch_1 … epoch_5).

Details

• Base model: Gemma-4-31B-it; load an epoch folder as a PEFT adapter on the base.
• Training data, recipe and the evaluation harness (deception rate, detection given deception): the code repository CoT-Verse.
• Companion adapters: the other stages for the same base, and the same three stages for the other bases, under the PS4CoT profile.

Intended use

Research on whether a model hides its reasoning because it believes it is monitored. Not an assistant.