Apparently, there have been two different Grand Union supermarkets at the mall. Here we see the first, which was located at the west end of the West Wing.
Photo from Library of Congress

The Grand Union above was replaced by this building, which housed a 149,000 square foot Woodward & Lothrop. It opened in 1966.
Drawing from