From Complete Arcane, pg. 134
If you hit, you add eldritch blast damage.
I guess because it says "a single melee attack", the invocation is over after the one attack.
Therefore, any AoOs taken during the next round would not include the Hideous Blow eldritch damage.
So, it seems a warlock...