Among many approaches to analysis of asymmetric data, this paper is concerned with the matrix decomposition approach. Focussing on Gower's procedure, we study conditions to derive circle structure from an asymmetric data matrix. Results are presented in terms of some theorems and lemmas, followed by discussion with numerical illustrations.