The secret lies in the surprise.
During a workshop on solo scenes, it was made clear that there is a big need for surprise. That's where the secret lies to keep on improvising, instead of starting to simply make things up.
Listen carefully to yourself. Maybe you make a slip of the tongue? Feel your body. Are you well balanced or perhaps about to fall?