She was associated with a later married British ambassador to Naples Sir William Hamilton. Roaring Vesuvio provides a backdrop for the portrait. She is best-known as Admiral Nelson's mistress. Her Wikipedia article is here.
From Piedmont Fossil's photostream on flickr; right side of upper edge fixed and two spots removed from background with Photoshop by gogm.