It can also be that time opens up for new possibilities. If time is eternal, the amount of possibilities will stay eternal. If time isn't eternal the possibilities will reach zero at some point, can give you that.
Don't think anything ever gets totally impossible btw. The probability for an event only gets down, often radically. There probably is some probability that Earth in an instant could go 100k years backwards, the Neanderthals reborn. Quantum leaps etc, all atoms and particles just happening to do some improbable things at once.
Suppose the closed system is a random walk of 4 steps. With each step you go either to the right or to the left with 50% probability (like a pachinko machine). At time t=0, all ending positions from -4 to +4 are possible (have non-zero probability). However, at time t=1, some ending positions have become impossible. For example, if your first step is to the right (+1) then the ending positions of -4 and -3 have become impossible. They now have zero probability.