Larivée campaigned for the Canadian federalist option in Quebec's 1980 referendum on sovereignty, chairing the "Non" committee in Hochelaga—Maisonneuve. He later acknowledged that this was a mistake, saying that he should have remained neutral in light of his position as school commission chair.