The lower levels are not saved for now, mostly to reduce file size.
You can use the “Reverse” button to build back the multiresolution level.
As @Dface_Lesh said, any operation that change the topology will delete the multiresolution.
It’s like that in any software, without exception (Trim, Split, but not Project, etc)