The reason you remove 2 from the s orbital is because half-filled and completely filled shells are very stable. Things like Zn and Fe are exceptions to the normal rule (there's a couple others too). Fe2+ for example goes from 4s2 3d6 to 4s1 3d5!
one electron removed from s and one removed from d to make 2 half-filled shells.