Do I owe the bank money after a deed in lieu?

Possibly, a deed in lieu does not necessarily remove your liability from the loan. Even though you voluntarily gave the bank the property, they may still hold you responsible for the loan balance. Therefore, you should review the deed in lieu documents to see if the bank will be waiving the loan balance.