Knowledge flow toolbars are empty

In the terminal, you will most likely see this output as well:

 Failed to instantiate: weka.gui.beans.Loader

This behavior can happen under Gnome with Java 5/6, see GUIChooser starts but not Experimenter or Explorer for a solution.