A new cultivar of Rosa plant named, ‘GEUS4310’ that is characterized by its compact, upright, uniform plant habit, its double flowers that are deep reddish pink (cerise) in color, its smooth stems with few thorns, and its small leaves that remain healthy throughout the entire growing season.