2/4 AQo oop - belluga?

If i deem someone to be a fish and I see them making a play like this I seem to just say oh dam belluga i must be crushed and fold.

Opp: 44/9/4.3 (AF is deceiving though because his FLOP AF is 10 and the rest is low (turn 1.7 or 24% freq)

This is probably terrible so please tell me how to play better.
Why did I flat pre? part stack size, partly the fact that he doesn't raise much so I figure I keep in A10/AJ etc pluse i wasn't worried about IBRA squeezing as his 3bet was 5% ish

so flop is well awesome right, so I'm happy, I figure he can bluff at it or bet his Ace or whatever. Turn comes and there's some draws out and I think most 44/9 type players would call a turn bet here with FD's and some broadways, plus of course AJ etc so I thought leading was just dandy. Now the minraise woohoo, I figure more often than not I'll also face some dam large river bet here so I have to make my decision now. I hate calling more on turns just to fold rivers so I folded. Of course he's basically repping very little except maybe A10 or 1010 which of course would be the usual 2 or 3 outer which rule. I think this type of player limps 22 or 66 100%

what can I do here? I think shoving is terrible. If i call what am I happy with on the river other than A or Q? Do you call and then lead a blank river for 1/3 pot and fold to a shove even though you're getting about 4:1?

$2/$4 No Limit Holdem
5 players
Converted at weaktight.com

Stacks:
UTG JFLamm ($449.15)
CO @butch47@ ($217.05)
BTN dreamer_ ($72.00)
SB Hero ($405.50)
BB IBRA-8 ($488.02)

Pre-flop: ($6, 5 players) Hero is SB :qs: :ac:
1 fold, @butch47@ raises to $14, 1 fold, Hero calls $12, 1 fold

Flop: :2s: :6c: :ah: ($32, 2 players)
Hero checks, @butch47@ checks

Turn: :th: ($32, 2 players)
Hero bets $25, @butch47@ raises to $50, Hero folds

Final Pot: $107

@butch47@ wins $105 ( won +$41 )
Hero lost -$39