Ok so i did some googling, and it was WHMS that was filmed there.. but interestingly , the Wikipedia page for the bookstore lists three other movies having been filmed there (only one of which I’ve seen) but I found the WHMS info on another site.
Also looks like it recently reopened last year after closing in 1996.