She attended high school at Phillips Exeter Academy in New Hampshire. Gay was raised Roman Catholic and spent her summers visiting family in Haiti.
Her mother was a homemaker and her father is owner of GDG Béton et Construction, a Haitian concrete company. Gay was born in Omaha, Nebraska, to Michael and Nicole Gay, both of Haitian descent.