Electrons are indeed far away from the nucleus! If we could magnify the simplest hydrogen atom so that its nucleus (a proton) were the size of a basketball, then its lone electron would be found about 2 miles away. All of the space in between the electron and the basketball-size nucleus is "empty"! But does that mean that we are empty spaces?!