Preheat the oven to 350 F. In a large bowl, mix together the cake mix, eggs, and vegetable oil until smooth. Add in the green food coloring, and mix until it is fully green.
Fold in the chocolate chips. Use a cookie scoop to place the cookies onto a large ungreased baking sheet at least 2-inches apart. Place one heart sprinkle on each cookie. Bake for 10-12 minutes.