Melt the butter in a large microwave safe bowl. Once fully melted, add the sugar and vanilla. Whisk to combine. Add the eggs and whisk again until combined.
Immediately upon removing the brownies from the oven, place *unwrapped* peanut butter cups on top of brownies. Return to the oven for about 3 minutes. Turn the oven off.