I don’t agree with your roommates theory that if you are there more, you should pay more. It doesn’t even make sense to me. Your agreement was made with them before they moved in and with full disclosure on your part as to what the living arrangements would be. If you are able to live without roommates, I would try to get out of the agreement. Since they are friends of yours, it would be better to leave on good terms.