Large language models organize moral knowledge geometrically, with moral foundation representations spanning near-maximal independent dimensions while sharing a positive common component

We find the directions neither collapse into a single moral detector nor isolate from one another. Rather, they span a near-maximal number of independent dimensions while sharing a positive common component.

http://arxiv.org/abs/2608.27402v1