In Debian bookworm:
"sudo systemctl stop unattended-upgrades.service" ...wasn't able to prevent unattended-upgrades from going on ahead and just upgrading (to this problematic kernel) anyway.
Unintuitively, the "right" way to disable unattended-upgrades is:
"sudo dpkg-reconfigure unattended-upgrades" ...and choose "No" when asked.