Gil Nelson's book 'Atlantic Coastal Plain Wildflowers helped me make the correct ID. I wrote his comments along the outer edge of the illustration. Thanks, Gil!
'The name sagittata means "arrow shaped" in reference to the outline of the leaves. This combination of deeply sagittata leaves and rose-purple flowers is an excellent field ID character.'