Also, the distinct style of the last episode is easily explained by the fact that all of its maps were built by Sandy Petersen. E3 was mostly American McGee, while John Romero and Tim Willits worked on E1 and E2.
I'm not a fan of Petersen's maps either, but they are regarded (and liked) as quite unique, compared to the rest of the game.