Villain is 30/5. No other reads.

Ultimate Bet No-Limit Hold'em, $.02 BB (10 handed) Hand History Converter Tool from FlopTurnRiver.com (Format: FlopTurnRiver)

MP1 ($1.48)
MP2 ($.22)
MP3 ($2.19)
CO ($2.03)
Button ($1.76)
SB ($2.69)
BB ($2.17)
UTG ($1.38)
UTG+1 ($2.13)
Hero ($2.31)

Preflop: Hero is UTG+2 with Q, K.
2 folds, Hero raises to $0.08, 2 folds, MP3 calls $0.08, 3 folds, BB calls $0.06.

Flop: ($0.25) A, T, J (3 players)
BB checks, Hero bets $0.25, MP3 calls $0.25, BB folds.

Turn: ($0.75) 3 (2 players)
Hero bets $0.75, MP3 calls $0.75.

River: ($2.25) 4 (2 players)
Hero ???

The pot is mine and I want all his chips. It seems that in a lot of similar situations, I have been shoving only to see villain fold. So the question is, for maximal extraction, is shoving still the best play or is this a good spot to check to induce a bluff? Thoughts? This is FR 2NL.