When Jenkins is stopped, the queue file is created except it's empty. No information about the running jobs or jobs pending in the queue exist.
It essentially saves a file like:
<?xml version='1.0' encoding='UTF-8'?>
This behavior is a regression from Jenkins 2.0 beta2.