"That Creature" has almost the same level of tastelessness as the infamous "Spazz" (on "Pebbles, Volume 1"); the lyrics frantically rage on about some poor guy's ugly girlfriend, with the vocalist being unsure as to whether she comes from the zoo or from outer space (with UFO sounds punctuating the latter impression).