Cylindrical Representation Hypothesis for LLM steering proposed

Lang Gao and Jinghui Zhang introduce the Cylindrical Representation Hypothesis, which models LLM concepts as cylinders rather than linear subspaces for more stable steering. The framework explains why existing steering methods often fail and suggests a new direction for controllable generation.