In a small saucepan, heat sugar, salt, whole milk, peanut butter, and vanilla over medium heat, stirring frequently. Heat just until sugar and peanut butter are dissolved.
Remove from heat and pour into heat safe bowl. Refrigerate for 1-2 hours, or until chilled.