Where does extra outside scholarship money go that isn't used in cost of attendance?

I think that OP means by “outside scholarship” the money not given through any school scholarship program. If OP’s scholarship was directly paid to school, then the reminder of it should be refunded to the student. This is what happened to me. But I would suggest to contact your college Financial Aid office.