Peyser was born in Irvington, New York, and attended Irvington High School, where she starred in student musical theatre productions. She is the daughter of Marguerite (née Richards) and Peter Peyser, who at the time was mayor of Irvington, and later a five-term United States Congressman in the late 1970s and early 1980s