unattended-upgrades doesn’t do that unless you explicitly specify //Unattended-Upgrade::Automatic-Reboot “true”; in the config. Check /usr/share/doc/unattended-upgrades/README.md.gz

The main configuration file is /etc/apt/apt.conf.d/50unattended-upgrades, maybe you put your config in the wrong place?

here is mine