Sven, He Keeps Cheating! Why Do I Stay?

It's a hellacious loop when you're involved with a cheater who denies, deflects, apologizes, and blames. What do you do when a part of you knows you should leave, a big part of you loves them and wants to stay, and part of you is just plain scared to leave?