Why do I get errors when attempting to create a Hyper-V VM for RHEL 8.3 on Windows Server 2012 r2?

Question

I am using Hyper-V on a Windows Server 2012 r2 machine. I am attempting to create a VM with RHEL 8.3 and am running into issues. I have tried creating both Generation 1 and