LaRocca attended Manchester High School West in Manchester, New Hampshire and the University of Massachusetts Amherst. In 1993, he played collegiate summer baseball with the Orleans Cardinals of the Cape Cod Baseball League. He was drafted by the San Diego Padres in the 10th round (262nd overall) of the 1994 MLB Draft.
