After working the past month with MIREmotion, I decided to make a visualizer for it. The output is a small GUI that generates graphs displaying the relevant audio-features for each emotional dimension or category. The graphs include not only the MIREmotion score, but also the limits where relevant. It also saves these graphs in .eps format and also a new .wav file with the descriptive title.
I've been using it to create “emotional measurements” from sounds generated synthetically in Supercollider. It hasn't been tested by anyone by myself, so at this point I would expect catastrophe if you were so brave as to try to use it. Nevertheless, it is available on github: