A researcher discovered that seemingly unrelated words can form circular patterns in word embedding space with circulant Gram matrices, challenging the notion that such geometric structure is unique to semantically related terms like months. Using iterative search and a circulant matrix matching objective, they found ten random words exhibiting similar circular geometry to the classic months example, though with weaker signal strength.