For all I know this only affects Diamond armor, but the usual enchantment aura surrounding the armor doesn't show up when your wearing it, nor when placed on an armor stand. It does show up when you hold the armor piece in your hot bar though.

P.S Lovin the new update, all around great jobs for everyone on the team including, of course the support team.