The latest Dense Retrieval (DR) models typically encode queries and documents using BERT subsequently apply a cosine similarity-based scoring to determine the relevance. representations, however, are known follow an anisotropic distribution of narrow cone shape such can be undesirable for relevance estimation. In this work, we first show that representations in DR also distribution. We adopt un...