Quirrell was obviously using a fake stutter since it was clear he  stuttered in a pattern  rather than when he was actually scared. He would also faint in a forward direction instead of backwards, a sure sign  he fainted on purpose. Furthermore, Edalinn witnessed him sneaking off constantly when he thought that no one was paying attention to him.