Preheat the oven to 350 F. In a large bowl, mix butter with powdered sugar until smooth. Add in vanilla extract and flour, and mix until combined. Fold in the sprinkles.
Roll the dough into balls and flatten each one slightly. Place the cookies onto a ungreased baking sheet and bake for 10-12 minutes.