Cream butter and sugar. Add vanilla and almonds. Work in the flour with your fingers to make a smooth dough.
Shape into small balls. Chill for several hours.
Place on greased cookie sheets and bake 15 minutes in a preheated 300° oven.
Remove from sheets and roll in a combination of the powdered sugar and nutmeg while still warm.