We apply the geometry of the unit quaternion sphere to the quantum mechanical description of atomic energy transitions, deriving the spectral line series of hydrogen from first principles. The quantum leap — the discontinuous jump of an electron between energy levels — emerges naturally as a rotation on the quaternion 3-sphere. The discrete energy levels and the Rydberg formula follow from the allowed rotational symmetries of the algebra, with no adjustable parameters.