The blue circle represents a heavy nucleus. A steady rain of
alpha particles (red circles) comes from a source on the left. Atomic
electrons would have negligible effect on the trajectories of the
alpha particles. Only those alphas that get close to the nucleus are
scattered through significant angles.
(We neglect recoil of the nucleus.)