In May 1976, the Washington Post broke the story quoting Elizabeth Ray, Hays's former secretary, saying that Hays hired her on his staff, and later gave her a raise as staff of the House Administration Committee for two years to serve as his mistress.
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He married Kathleen Elizabeth Ray on November 18, 1937 shortly before heading off to Saudi Arabia by himself for what ended up being three years exploring potential oil sites in the Saudi Arabian desert along with fellow American geologists Max Steineke, Jerry Harriss, Ernie Berg and others as well as a group of Bedouin guides headed by Khamis bin Rimthan of the Ajman tribe.