Researchers have mapped the inner workings of LLMs onto a latent semantic manifold, revealing how continuous hidden states translate into discrete tokens. By treating tokens as Voronoi regions on a Riemannian submanifold equipped with the Fisher information metric, the study quantifies semantic distortion and establishes a rate‑distortion lower bound.