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Could that be because of the scent? I have seen some soap manufacturers with the same kind of scent that warns buyers with sensitive skin for that scent.

I would try using more water.
I have seen people say that cold water make the lather Slippery and moist for a longer period of time. I can't really say if I agree or not but it makes sense to me...