The final four electrons (which form a partial "third shell") are still attracted by the positive charge of the nucleus but, to avoid the earlier electrons, they must gather even farther out.
Electrons 11 & 12 form a larger sphere.
Electron 13 & 14 again form into two-lobed clouds. But to avoid one another, these lobes are perpendicular.