Was expecting Boltzmann and entropy to be involved at some point :(

Yeah, I was motivated to go Wiki diving, where I just learned about the Shannon (unit). https://en.wikipedia.org/wiki/Shannon_(unit)

Time to replace "I'm zero surprised" with "That's a zero Shannon event"