The art dealer Larry Gagosian is the new owner of the stalwart East Hampton Village bookstore, BookHampton, which has been for sale since the fall. "It would have been a horrible thing to lose that bookstore," he said Thursday. "When I heard it was for sale, I jumped at the opportunity."