The only grocery stores where I’ve seen them regularly are the Asian stores like Lotte and HMart and Indian stores like Patel. They may also technically be Chinese eggplant - similar but not identical to Japanese if it matters.
At this time of year you also see them at farmers markets around the area. Bethesda (Sundays) always has a few stalls selling all kinds of eggplant.