Place butter, milk, and brown sugar in a heavy saucepan over low heat.

As soon as melted, increase the heat to medium and bring to a boil.

Boil for 5 minutes stirring frequently.

Remove from heat and let stand 5 minutes before stirring in extract.

Set aside to cool and thicken.