Put first 4 ingredients into a 2 quart saucepan and bring to a full, rolling boil. Remove from heat and add vanilla and peanut butter. Add oatmeal and stir well. Drop teaspoonfuls onto a well greased cookie sheet. Chill for 1 hour.
