Storage - Store the leftovers in an airtight container at room temperature for 3-4 days, or for about a week in the fridge. You can even freeze this chocolate pound cake by wrapping each individual slice in some plastic wrap or aluminum foil and storing in the freezer. This should last about 2-3 months.