Arrange sweet potatoes in a 9x13 inch baking dish.
Combine sugar, butter, bourbon and vanilla extract in a large saucepan and heat to a boil. As soon as the sauce comes to a boil pour it over the sweet potatoes.
Bake 30 to 40 minutes or until the sweet potatoes are soft.