Little was born into humble circumstances in Seattle, the son of truck driver Sterling Little, who died in August 1947 after hanging himself in a jail cell in the King County Courthouse where he was being held on a burglary charge.
Gary Little ultimately graduated from Harvard and went on to earn a juris doctor from the University of Washington School of Law.