It could also be a specific patron kami of some kind, too, now that I think of it. If everyone weren't going around saying "Oyashiro-sama" in Higurashi, for instance, my guess is that if someone says "kami-sama" they'd all default upon Oyashiro. Top dog kami in those parts.