Ougi to me seems manipulative, knows exactly the buttons to push to lead you on and set the wheels in motion, and she was able to do that with others in the previous seasons too not just only to Araragi. Seriously can't figure out what she is, what she knows and her agenda, all I know is that she's a troublemaker.