This refers to the popular coupling of Harry Styles, a member of the British boyband One Direction, and President Barack Obama. Those devoted to this ship believe "Larry" is a cover up for their relationship.
Girl 1: " Did you see Harry tweet at Obama the other day?"
Girl 2: " Yeah it's a shameMichelle has no idea about Hobama"