VirtualBox failed on upgrade from Ubuntu 14.04 to 14.10

I upgraded my work desktop from Ubuntu 14.04 to 14.10 today, and none of my virtual machines would load all the way—they would start to boot then fail before the guest OS had loaded all the way. What ended up fixing the problem was removing the old Oracle VM VirtualBox Extension Pack and installing the new one from the website.