It could be due the their electron affinity.
Electron Affinity of P is 71.7 kJ/mol
Electron Affinity of S is 200.4 kJ/mol
Therefore P has less ability or want to hold onto electrons, therefore the electrons are more easily removed and the energy potential is therefore greater.