Loaded up my new rig now and this is the result:
Seems to be where it should be I think? Sequential reads, sequential writes and 4K reads are definitely fine. Not sure what I should expect from the other benchmarks but I guess they look good too?
I think there was something flakey with the 4K-64Thrd benchmark in my first post.