Everywhere you stand and everything you touch, hear or smell carries a certain memory to it. If you distance yourself from those things it will be easier to forget the bad that came with them. It is the only way something fades if it is no longer present with you.
I used to be really bitter about something months ago until I just stopped doing what brought back certain memories.