In general, events can happen "almost surely" even if the probability space in question includes outcomes which do not belong to the event, as is illustrated in the examples below.
Imagine throwing a dart at a unit square (i.e. a square with area 1) so that the dart always hits exactly one point of the square, and so that each point in the square is equally likely to be hit.