Taking a quick look at it, we've got 손, which means "hand," and 잡다 which means "grab" or "hold."
But of course, since this is an idiom, it's not going to simply mean "to hold hands," is it?
Check out the video episode right here.
Korean Phrases Ep. 25: "손을 잡다"
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-Billy