Welcome to Android Central! This question pops up with some regularity. In past research, I've found that the only thing you can do is a factory reset so that you can choose a new private mode password. You'll lose your data, of course. Passwords are important -- if you're prone to forgetting them, then write them on a piece of paper and keep them some place secure, like a safe at home.