Add eggs and sugar to a mixer stand with paddle attachment.Beat on med-high for 8 min, or until smooth, pale, and creamy. Add vanilla last min of beating.
Transfer the batter to fridge for1 hour. Towards end of chilling step, preheat oven to 350° F and grease a madeleine pan with butter and cooking spray.