https://en.wikipedia.org/wiki/Almost_surely
This strange property comes from strange properties of the real numbers (and uncountably infinite sets) that give rise to things like:
https://en.wikipedia.org/wiki/Banach%E2%80%93Tarski_paradox
Measure theory deals with resolving this:
https://en.wikipedia.org/wiki/Measure_(mathematics)
Banach Tarski Banach Tarski.
Seriously though, you can do math without invoking the axiom of choice. The formulation of probability doesn't strictly depend on it.
Banach Tarski Banach Tarski.
Seriously though, you can do math without invoking the axiom of choice. The formulation of probability doesn't strictly depend on it.