Foundation-model cell embeddings in the style of Geneformer or scGPT. A large shared mean offset puts every cell inside an anisotropy cone, a few axis-aligned rogue dimensions dominate dot products, each cell type varies in its own low-rank subspace, and a per-cell scale stands in for library size. The nastiest of the four generators.