A new and distinct Lavandula cultivar named ‘LAMPU31-0’ is disclosed, characterized by long inflorescences composed of light purple infertile bracts and dark purple flowers. Plants begin flowering and are distinctively upright in habit and resist lodging. The new variety is a Lavandula, normally produced as an outdoor garden or container plant.