Can I book a room above the hotel lobby?

You can't. Many times, the first thing passengers see is not the room, but the lobby of the hotel. Therefore, for the hotel, the space above the lobby must be high enough, so that the high and wide vision can feel the high quality of the hotel. If you make a room on it, it will reduce the overall quality of the hotel.