Preheat the oven to 350 F. In a large bowl, combine cake mix with eggs and vegetable oil until smooth.
Use a cookie scoop to place cookies onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes. Remove from the oven, and place one chocolate heart on each cookie.