Turn checkraise - HG 30-60 - too transparent?

[Ryno]

30-60 game at Hawaiian Gardens. Villian is the Button.

I have black AKo in LP and openraise. CO, Villian, and one of the blinds cold calls. I know going in that the Villian is a TAG that I'd rather have seen fold, but so be it.

Flop Q-T-x, 2 hearts (Queen is a heart). Checked to Villian who bets, only I call.

Turn is the 7 of hearts. I check, Villian bets, in a way that makes me think he does not want me to call. I raise in tempo.

Does a good player know that I am not playing a made hand this way? More importantly, if the river is a non-heart blank, do I check or bet?

Thanks in advance for your comments.