Well, you're using your adductors in a way they haven't been used, under heavy weight, to perform both an eccentric and concentric function. It's the exact recipe for soreness.
Yes, novelty of exposure to the stimulus is one of the biggest factors in DOMS. Shouldn't be bad for more than a workout or two.