Sycophancy as compositions of Atomic Psychometric Traits

Shreyans Jain, Alexandra Yost, Amirali Abdullah

Sycophancy is a key behavioral risk in LLMs, yet is often treated as an isolated failure mode that occurs via a single causal mechanism. We instead propose modeling it as geometric…