Answer
Electrons jump from you to the faucet.
Work Step by Step
An electron is higher in mobility compared to proton, hence it easily jumps from one place to another. During your neutralization process, when you touch the faucet, charges in faucet may contain less electron and immediately receive the extra electrons from you thus creating the painful spark through the finger.
