This paper studies an extension of Euclidean consensus dynamics to unit spheres. The use of invariant manifolds techniques enables us not only to prove exponential asymptotic stability of the synchronization manifold, but also to show persistence of the synchronization manifold under perturbations. We also consider the case that the agents are subject to a common drift term and show the extension of the stability and persistence results to this case.