Because of the American idea what a Latin lover should look like (dark hair, darker complexion), initial representatives of the type were indeed of Latin American or Mediterranean origin.
When it comes to the American actors in the later silent period, almost without any competition from other fellow actors, the type was embodied by John Barrymore and John Gilbert.