I say next Saturday for the Saturday that will occur soonest.
If someone waiting at a bus stop asks me which bus goes to the train station, I say the “the next one”. Meaning the one that will appear first at the bus stop, not the one after that. Which makes sense for days of the week too, to me anyway.