This study introduces a fresh perspective on conventional notions of ‘‘shape’’ and ‘‘distribution’’ by utilizing the innovative framework of branch-length similarity (BLS) entropy. In our exploration of ‘‘shape,’’ we propose BLS entropy-based interpretations of circularity, elongation, and symmetry.