In the 2018 book "Fire and Fury: Inside the Trump White House," journalist Michael Wolff alludes to an on-and-off romance between Hope and Corey, a married father of four. 

The duo made headlines in May of 2016 when Hope was seen screaming at the 46-year-old on a busy Manhattan street. An eyewitness told Page Six at the time that the Connecticut native yelled "I am done with you!" as Corey stood with his hands on his head. "It was ugly, she was doubled over with her fists clenched," the source claimed.

Following her alleged tryst with Corey, Hope dated former White House Staff Secretary Rob Porter. The couple reportedly split in late 2018, months after the 42-year-old resigned following allegations of domestic abuse from his two ex-wives.

An insider told Vanity Fair in February that Hope went out with a Hollywood producer while she was living in L.A. and working for Fox Corporation, but the relationship ended due, in part, to differing politics. "[She] never felt super welcome [in the entertainment industry]," a source close to Hope admitted.