Infinity doesn't mean everything imaginable has to happen. I think the traditional thought is that everything possible should happen, but even that is debatable
What if the universe dies and is just spread thinner and thinner for eternity, a cold black darkness which supported life for a short while, but where nothing much happened for the rest of eternity?