How do I keep my profile private from non-twitter members?

I was just wondering if twitter was possible figuring out a way to have us able to keep our profile private from non-twitter members without affecting the public timeline? I have a stalker that looks at my twitter profile all the time that is not even a member! I don't want to affect my public timeline though....