You can also click on your Settings, and check the box that says, "Protect my Tweets."
This will make it so no one can follow you unless you specifically allow them. (You get an email when someone asks to follow you, and then you can either accept or deny them) It also makes it so your tweets won't be in the public timeline, so only your followers can see your tweets.