When Do Model Internals Help? Exploring the Role of Representation Engineering in LLM Safety

Tianyi Guan, Jianhui Chen, Liangming Pan

Reliable AI safeguards require both control mechanisms that reduce unsafe behavior and monitoring mechanisms that detect safety risks during model interactions. Established behavio…