Unfortunately, not anymore.
Virginia generally follows the federal deductions and removed this deduction for 2018 taxes if you are claiming expenses for a job for which you receive a W2.
If you are self-employed, you can still claim un-reimbursed mileage as a business expense.
For more information, follow this link: VA Deductions