Hehe, it is. Welcome! There is a place called Boards and Beams in Fairfield I think. That’s closer to you. I haven’t been there myself, but some members here have said good things.
Just outside Trenton there is Willard Brothers. They specialize in slabs and North American hardwoods, but they do carry some tropical hardwoods. I saw 8/4 purpleheart, padouk and zebrawood last time I was there. It’s all milled though, so priced accordingly. It’s worth a visit if you’re passing by.
The gold mine is a place I haven’t visited yet. It’s a haul for you being an hour west of Philly. Hearne Hardwoods in Oxford PA. If you’re looking for tropical, rare, figured, this would be a good place. Oh if I only had a truck!