Inducing a bluff attempt

Ive lost some big hands in the last few rounds and have a stack of about $50. Before I get to the HH I don't think theres any way im not going broke in this hand, I just want to know if you think inducing a bluff here can work or is even a good idea. 8 handed $.5-$1 NL HE, golfguy has $600 something in chips and is has made a few bully moves/buys.
Very loose game.

---- Dealing Hand #426103-1516 ----
>> Kaplan is the Dealer
>> broke1 Posted Small Blind $0.50
>> golfguy Posted Big Blind $1.00
>> Keokiw Posted Initial Blind $1.00
>> Dealing Cards
>> ChicoM dealt Qh Qd
>> vinova Calls $1.00
>> ChipStack Folds
>> Keokiw Checks
>> vandulay Folds
>> ChicoM Raised to $6.25
>> Kaplan Folds
>> broke1 Calls $5.75
>> golfguy Calls $5.25
>> vinova Folds
>> Keokiw Folds
>> Dealing Flop (2d,2h,8h)
>> broke1 Checks
>> golfguy Checks
>> ChicoM Bets $12.50
>> broke1 Folds
>> golfguy Calls $12.50
I put golfguy on a pair like 9's or 10's or a heart draw
>> Dealing Turn (6s)
>> golfguy Checks
>> ChicoM Checks
this is where I try to induce him to bluff/bet the river, he is a very aggressive player (if your wondering why he has a $600 stack)
>> Dealing River (Ks)
>> golfguy All In for $584.74
he is a loose player so he could have had something like K8 but after i checked the turn representing a missed hand I figure theres too many hands he could have that I have beat.
>> ChicoM All In for $31.33
>> golfguy Shows - 2c,Kc
>> ChicoM Shows - Qh,Qd
$553.41 Returned to golfguy from pot 2
golfguy Wins $105.41 from pot 1 with : Full House, Twos over Kings

Feel free to criticise(sp?)

After the hand I figured he put me on AK so he just pushed hoping that the K had hit me. Is this the wrong time to induce a bluff? Should I have even made the call? I fell like I played this wrong.

what stops him from calling you on the flop there with AK then you gave him a free card...and its certainly not a bluff there on his part on the river if he thinks that TPTK is best there.

bet half the pot on the turn and if he calls you there, proceed with extreme caution on the river.

regardless that he called your preflop bet with garbage, you gave him a free chance to pick up an ace or a king that beats your queens on the river, and that was a mistake.