The funny thing is that even when writing bare metal programs, you are shielded from most complexity in the hardware. When you actually get to glimpse how the underlying hardware works, it is usually due to hardware errors and they are an endless source of terror.
Anyway I recommend MIPS, it used to be the big name in academy, you will surely find lots of great books about how to program it starting from reset and maybe even some about microarchitecture.