HP ePrint only works for primary e-mail address, does NOT work for other e-mail address

I have several e-mail addresses configured in the allowed sender's list but it seems to only work for e-mails sent from owner's (primary) email address. I do get a confirmation when I use the other e-mail addresses saying that the "ePrint Job Received" but no dice.

What gives?

Thanks

P