Genevieve was last seen in Biloxi, Mississippi, on June 11, 1994, when she left her parents' home with her infant son in her 1988 Plymouth Reliant. She planned to pick up the child's father, Michael Lamb, before heading to Edgewater Mall. When she didn’t return, her parents contacted Michael, who claimed the child was at his home, but Genevieve was not. The family later revealed that Genevieve and Michael had argued that day, with the altercation turning physical. The next day, her car was found abandoned at Gulfport-Biloxi Regional Airport, but no footage showed Genevieve. In 2008, Michael was arrested for her murder, confessing that he shot her during an argument, then, with his mother, disposed of her body in a dumpster at Hiller Park. Her remains were never found. Michael was convicted of manslaughter in 2009 and sentenced to 20 years, but was released in 2013 after serving only four years.