"jemminy" is the way the astronauts and (most) people working at the Manned Spacecraft Center in Houston pronounced it in the early 1960s. There's still debate about which pronunciation is "correct," but MOST astronauts pronounce it "jemminy." Apollo 11's Mike Collins uses both. The "gem-i-nye" pronunciation has become a little more common over time.