Lightly butter a 8×8 glass dish. Place Jif and vanilla into a mixing bowl. In a saucepan, bring sugar and milk to a rolling boil, boil for exactly one minute.
Pour milk mixture over Jif and vanilla. Beat until thick, about one minute. Pour into your greased pan. Cool completely and cut into squares.