I don't know what anybody else hears in absolute silence, but I hear a high pitched ringing. I can hear it any time I think about it. Like the other poster said though, my brain filters it out typically when other noise is around and I'm not paying attention to it.
Having tinnitus for a couple decades at this point, I can tell you for a fact "absolute silence" is definitely a very clear memory for me. I would lie in my bed before sleep, and enjoying the experience of complete silence was almost part of my go-to-sleep routine. I'm quite surprised people in this thread seem to assume everyone always has some low-level hiss. I certainly didn't.