	Geoffrion was the son of Jean-Baptiste Geoffrion, a restaurant owner, and his wife, Florina Poitras. He grew up in Drolet, a suburb east of Montreal. Geoffrion was a direct descendant of Pierre Joffrion and his wife Marie Priault, early French settlers in the colony of Montreal. Marie Priault was a King's Daughter.