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.