It's the space between dimensions, only glimpsed when someone moves between worlds, where ancient tentacled beings float like whales in a cosmic ocean. Penny walked through it after using the Silver Key in Penny and the Silver Key Part 1 (see panel below), and that's where Prof Tussmann was dragged to in Mummy Issues.
