If you would like to exit a Sonlet Party you didn't create, first remember to remove your items from the Party.  Then, go to your Parties page.  Click the Menu button to the left of the Party name. Click Leave Party.  The Party should be removed from your My Parties table. 

You can also contact the consultant who created the Sonlet Party, and ask them to remove you.