You’ll get all the J benefits including the J miles, lounge access etc. etc. except baggage as you rightly noted.

I think the reason they don’t allow the additional baggage is so that people don’t get stuck when come to the aiport to buy the upgrade at check-in with J allowance baggage to find that upgrades aren’t available.