Annunen first represented Finland at the 2017 Ivan Hlinka Memorial Tournament before competing at the 2018 IIHF World U18 Championships, the latter of which he helped Finland to a gold medal. He posted a 2.00 goals-against average and .914 save percentage in six games at the under-18 tournament.