Answer: Mainly of empty space (or low-mass electron cloud).
Explanation: The outcome of the experiment (done by Rutherford) was that most alpha particles fly unaffected through the atom. Only a small fraction of them gets deflected due to collision with the relatively small but massive nucleus.
