There is a level of anger one can reach that can extinguish false guilt, but usually the price paid to get there is quite expensive. It comes when you realize how much other people take advantage of a person who feels guilty easily and is easy to manipulate because of it.
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"Has not my hand made all these things, and so they came into being?" declares the LORD. "This is the one I esteem: he who is humble and contrite in spirit, and trembles at my word." – Isaiah 66:2