I am having the same problem. It does the following things.
"Toshiba logo"
"Brief moment showing the cmd menu" (And I do mean brief. Blink and you miss it)
"Attempting to restore previous version of Windows...."
"Restoring to previous version of Windows 10..."
"Black screen"
"Repeat endlessly from the first step"
My only access points are the boot menu via F2 and F12 keys. It doesn't seem to acknowledge that a USB drive exists, even if I put the HDD below priority. I'm currently sitting here with a broken Windows 10 laptop with no idea how to fix it, and for the record, I cannot access the actual Windows itself. So, don't bother telling me to access something through the sign in menu.