A new cultivar of Geum plant named ‘TOTALLY TANGERINE’ that is characterized by clumping habit, dark green leaves, and delicate sterile orange-peach flowers borne in profusion and blooming from early spring to late fall. In combination these traits set ‘TOTALLY TANGERINE’ apart from all other existing varieties of Geum known to the inventor.