Is there a "base set" of feelings used to classify images?
I am pleased to see the interest that this question has aroused.  I have eventually managed to find one scientific article on the subject - http://www.imageemotion.org/machajdik_hanbury_affective_image_classification.pdf.
which provides me with a decent starting point.  I would be most grateful to pointers to any other research in the field.