Do I need to keep white peppercorns on hand for making stock?
White peppercorns are used purely for aesthetic reasons- just to avoid black specs in a pale dish.

Unfortunately, in my opinion, white peppercorns taste absolutely terrible. They have a sour, astringent, flavor not at all similar to black peppercorns.

I don't think black pepper looks objectionable so I always use it.