The use of annotated metaphorical mappings for supervision at the clustering stage does not significantly alter the performance of the system, because their patterns are already to a certain extent encoded in the data and can be learned.
metaphorical expressions are a good starting point in learning metaphorical generalizations in conjunction with clustering techniques.