As you had no tax liability in Virginia for tax year 2018, you are not required to pay estimated taxes for tax year 2019.
In fact, this is one of the exceptions to the penalty for underpayment of estimated taxes.
Please read this article for the Virginia Tax Department:
Virginia Estimated Tax
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