When your father dies, and you've named your son Norman John Harman as well, don't you become senior? It's can't be an immutable part of your name if your junior/senior status changes.
To me, Americans with III after their name always look like they're pretending to be royalty. Where I live, only monarchs have that (and only after their first name).