My car was sold at Kent County Motors in Dover, DE. They claimed they didn't have any docs, but when I drove the car there, I found a sympathetic salesman who sent me some paperwork 6 months later. It was not an invoice but it proved my car paced Dover Downs - that's all I needed!
Since you're in NJ already, why not pay them a visit and find an oldtimer?