Assuming you prepared your return accurately, your tax withholding only exceeded your tax liability by $12.
This means you had larger net paychecks during the year than you would have if you under withheld resulting in a larger refund.
If you have not e-filed yet, consider reviewing your data entries, looking for errors such as misplaced decimals or extra zeros.
If you are still not satisfied with your result, change your W-4 federal withholding.
See How Do I Change My Future Paycheck Withholdings?