Negative space and shadows in a low key lighting setup can add intrigue. Take time to learn how to work with those shadows to really help make a photo pop. A few well done low key shots can also help bring a subject nervous about getting their picture taken out of their shell. If you find your subject defensive then start with defensive photos and work from there.
Negative space can add intrigue and even act as framing. Give it a try!