Genetic Dead End Share definition Flag A homosexual who will not pass on his genetics to his offspring. Coined by Stephen Colbert, literally means a dead end for your family's genetics. "Tyler told me he was gay; wait until his parents find out he's a genetic dead end. Genetic Dead End by ToasterBoy15 July 3, 2011 Get the Genetic Dead End mug.