Larry O'Brien was born in Glendale, California, and raised in Eagle Rock, a suburb of Los Angeles. He attended California State University, Long Beach, and later worked as a foreign exchange trader at Security Pacific Bank. O'Brien also served in the U.S. Naval Reserve. After his military service, he became a private investigator. He is widowed and has a son and a stepson from his wife's first marriage.