Feet is the answer, however I don't think you have to be scared to have cold feet. It could be just that you have changed your mind after telling everyone you would do something.
Johnny had cold feet when the day of the wedding came. He just could not marry Jane after seeing how she had changed in the last few months.
Having a "cold heart" means you have no feelings or emotions.