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RE "If the amount withheld is insufficient to cover the tax on the withdrawal, you'll see your refund drop."

I don't understand what you just said. 

I paid fully for federal tax and state tax when I withdrew $10,000:  federal $2000, state $775

That amount appears on my 1099-R.