Preheat the oven to 350 F. In a large bowl, mix together cake mix, eggs, vegetable oil, and peanut butter until smooth. In a shallow dish, place powdered sugar.
Roll the cookie dough into balls, and roll into the powdered sugar. Place the cookies onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes.