Long Island. I think you're conflating the cultural/political identity of Long Island with the landmass of Log Island. Brooklyn and Queens are located in the landmass of Long Island. From a cultural and political sense, Long Island refers to Nassau and Suffolk and excludes Queens and Brooklyn which are part of a larger NYC identity.