Remove from the heat and stir in butter and vanilla.
Add all ingredients but butter and vanilla to a medium-sized, heavy-bottomed saucepan over medium-low heat. Bring to a rolling boil, stirring constantly for about three minutes or until the back of a wooden spoon is well-coated.