The observational appearance of an isotropically emitting point source orbiting near a rapidly spinning black hole can be computed analytically.  The primary image moves on a vertical line segment, in contrast to the primarily horizontal motion of the spinless case.  Secondary images, also on the vertical line, display a rich caustic structure.  If detected, this unique signature could serve as a ``smoking gun'' for a high spin black hole in nature.