And when I press "Restart now", nothing happens. But then, after manual restart, the same thing happens.
Windows 7 64-bit, latest PSB for Workstations
Are you using Software updater on this machine? Software updater can trigger the request to reboot in order to apply the updates.
To investigate further you might however want to open a support ticket providing directly an fsdiag.
Software update is in use.