I believe it is that way because of course sodium is less electronegative than lithium and pottasium less electronegative that sodium and so on.
Meaning the more electronegative the alkali the less electron density is on the oxygen.
There are complications involving the strength of the bond between the alkali and the new conjugate base. It depends on what your acid is.