The Democrats will replace Biden and select someone like the new senator from California. I hope the speaker of the house is strong enough to not approve this request.
Whenever there is a vacancy in the office of the Vice President, the President shall nominate a Vice President who shall take office upon confirmation by a majority vote of both Houses of Congress.