Harry is a bishop--the piece that can only move diagonally. J.K. Rowling used this as a metaphor to show Harry's distaste for rules and control. In the same vein, Hermione was a rook, the piece that can only move in straight lines, which shows her unwillingness to break rules and get out of line.