Raise on the turn! K is the best card to come out here. Your hand range has more Ks than his. If he has a better hand than Js, he will push.
If not he will almost certainly call and you can lead out with confidence on the river. Aggression is the only way to find out where you stand here. Calling down is a straight gamble