All suggestions before this seem reasonable explanations. I'm just gonna throw one more out there:
Do all your soaps have the same ingredients? I'm wondering if it could be a sensitivity to a particular oil. Maybe coconut? I have found soaps with higher percentages of coconut oil can leave a burning sensation on my skin.
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