Why is the second ionisation energy of alkali metals much higher than the first

The second ionisation energy is much higher than would be expected because this electron is being removed from a full outer energy level which is: a very stable arrangement closer to the nucleus less screened from the nucleus as there are fewer inner electron energy levels.