When you melt the butter and let it get brown, the flavor becomes nutty, toasty and more complex. It makes the cookie bars taste like toffee. That is caused by the Maillard reaction, the chemical process of browning, which we all love so much. That's why steak with a good sear and golden, crispy roast chicken and potatoes have so much more flavor than a gray steak or pale chicken.