My ex was a master of guilt tripping and manipulation, every problem that happened in the relationship was my fault. Yes, you are part of the problem but there are two of you there and the way you are relating to each other is the problem, it sounds like.
Go to al-anon and get help for yourself if you need it but don't beat yourself up over it.
