I do think you will be subject to a penalty for underpayment. Yes this is legal, as it is not a crime, but there is a tax penalty for underpayment or underwitholding!
afterall, sounds like most people get a tax refund so it would be sound financial advice to increase the number of your dependents so that horrible thing would not happen again.....