TPQK from Stars 150+12

[guaranteedBluff]

Villain and I both have ~3500. Blinds are 50/100. This is my first hand at the table, I'm in the CO.

folds to me, I raise to 350 with AQo from the CO, SB (villain calls)

FLOP (800) A82, 2 clubs.

Villain checks, I bet 500, he raises all in, I fold.

My issue here is does he play a set like this? Does he make this overbet with clubs enough to make this a call?