https://community.frame.work/t/framework-laptop-13-amd-ryzen-ai-5-340-soft-lockup/68942
Looks very similar as my issue.
Ubuntu 24.04.2 is not supported for the new AMD AI Series.
I updated my Framework yesterday to Ubuntu 25.04 and so far it is behaving good.
Give it a try if you can.