PROBLEM solved.
The trick is that your actions are not stored anywhere as files. So if you want to move them to a new version of PS ( or to another Computer), you first have to export them as an .atn file. Further, you can't save an individual action. You can only save a set of actions. The Save Actions command is in the same local palette menu as Load Actions.