KnowledgeFlow 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. Encountered in this Weka list post.