Preheat oven to 350.
Line cupcake pan with the cupcake liners.
In a medium bowl, add the cake mix, eggs, butter, milk, and vanilla extract and stir until combined.
Fill cupcake liners 3/4 of the way full.
Bake in the oven for about 21 minutes.
Pull out the cupcakes and allow to cool before frosting.