I reckon you'll need a small preferably..
Im about the same size as you, and i find the size and spreader bar on some of the medium harnesses a bit too big.
I like the pro limit pivec model...it doesnt have as much back support, but the top and bottom edges of the harness are really soft and comfortable..plus it looks rad too.