How can I defeat negative self talk when positive self talk simply doesn't work?

I do daily affirmations, I do my best to avoid a train of thought that leads to negative emotions, but doing all that I still remain pessimistic. I don't believe that medication will "cure" this and I have tried that in the past. Is there any advice you can offer?