I feel like a raise would be for a free card and nothing else, and since we cannot be sure of that I don't think I like a raise personally.

I would just call getting the correct odds, and if we just call then it's very likely we will be bet into on the turn, and that's perfect if we hit a K, Q or J because then we'll raise.