NL20 6max - AA, played?

[RedBarracuda]

SuperHero (EUR 17.87 in seat 1)
ziomauri (EUR 34.06 in seat 2)
PokerKulma (EUR 20.94 in seat 3)
Hukka8787 (EUR 34.39 in seat 4)
stipan (EUR 23.20 in seat 5)
_Rickito_ (EUR 13.92 in seat 6)

Dealer: _Rickito_
Small Blind: SuperHero (0.10)
Big Blind: ziomauri (0.20)

SuperHero was dealt:[Ad][As]
PokerKulma Fold
Hukka8787 Raise (0.50)
stipan Fold
_Rickito_ Fold
SuperHero Raise (1.60)
ziomauri Fold
Hukka8787 Call (1.20)
flop: [Qs][Tc]
SuperHero Check
Hukka8787 Check
turn:
SuperHero Bet (1.80)
Hukka8787 Call (1.80)
river:
SuperHero Bet (3.00)
Hukka8787 Raise (10.00)
SuperHero ??

My read on the Villain was that he called a gutshot all in for 20€ on turn and lost to TPTK which was [Th], and I have seen him trying to "outplay", "outwit" and basically bluff his way to a stack.. His stats are: 76/44/1.91/WtSD 40%/W$SD 33%.
So, basically, knowing what I knew about this guy, is this an easy call/raise on the river or should it be fold?.. and!!!- how did I play this?.. I stopped on the flop because I was OOP and I wanted him to make a move at me so that I can CR him or just call depending on his bet amount, but when he checked behind I took what I think is more cautious route on turn by betting 1/2 pot and same again on the river. When I got this big of a raise on the river I figured he is trying to steal the pot from me but wasn't TOO sure.. I don't have to hid that I called this.. didn't raise for his leftovers.. suggestions?

[iceman5]

[k3nt]

[Triple B]

[RedBarracuda]

Would it be the same line as you suggest (pound more) if the flop was paired or there was a flush draw on flop? Because of the at least 80-20, right?

[k3nt]

Flush draw (2-flush on flop) = pound harder.

Paired board: depends on what the card is that paired, and how likely he is to have one. I will play a KKQ flop a lot more carefully than a 322 flop.