I haven't had this experience per se, but I've been the reject-er... two times out of four we stayed pretty good friends, the first after a year of dating and the second after about a week.

My mom's stayed friends with almost every single one of her ex-boyfriends save for like one. It can be possible, anon! Especially since you're already friends.