I had the exact same problem described here:
https://forums.puri.sm/t/virt-manager-and-virtual-networks-on-librem/4346
Followed the instructions there and the problem was fixed. As suggested in that post, it seems to be a bug in the distro, so as suggested in a comment I'm opening a bug report here.