His mother, Sharon Lyn, is a costume designer and his dad, Richard Feldstein, is an entertainment industry accountant who worked with bands like Guns N' Roses. His younger sister is actress Beanie Feldstein, and their brother Jordan died suddenly at age 40 from a pulmonary embolism. Hill grew up in the well-off neighborhood of Cheviot Hills and continues to reside there.