He doesn't want to be a toy the capitol uses for entertainment. With all the horrors he is about to go through, he knows he is going to change but he doesn't want to forget who he always was. He is a good person, and in the games good people are remodeled into killers. This is Peeta refusing to conform to the goverment's will.
