what to do with AQo against a slow player and possible set

[Santo2True]

BB is a 24/10 over 1,341 hands. I've played many hands with him and he is known to slow play sets by only calling behind. I'm OOP and want to shove here so bad. Would like some insight on how I played it as is and what I could have done better. Thanks guys.

ps. for insight, I had KK a few hands back and this player called my flop raise with PP 2's and flopped a set and did nothing but call down small bets until the river where he threw out a PSB
and i realize this wouldn't be a set but trips

$0.05/$0.10 No Limit Holdem
PokerStars
9 Players
Hand Conversion Powered by weaktight.com

Stacks:
UTG ($10)
UTG+1 ($12.10)
MP1 ($24.65)
MP2 ($10)
MP3 ($3.20)
CO ($13.95)
BTN ($10)
SB ($3.25)
BB Hero ($10)

Pre-Flop: ($0.15, 9 players) Hero is BB A Q
Ollives calls $0.10, 1 fold, JCJC5151 calls $0.10, 1 fold, dwarfy2008 checks, 2 folds, pvg24 raises to $0.40, Hero calls $0.30, Ollives calls $0.30, JCJC5151 calls $0.30, dwarfy2008 folds

Flop: Q 9 9 ($1.60, 4 players)
pvg24 checks, Hero bets $1.20, 1 fold, JCJC5151 calls $1.20, pvg24 folds

Turn: 2 ($4, 2 players)
Hero bets $2.20, JCJC5151 calls $2.20

River: J ($8.40, 2 players)
Hero checks, JCJC5151 checks