Centre County Government: Sheriff
Just download and follow the directions. I just got mine from Centre County in 11 days.
Edit: This permit is a piece of paper, valid without photo. 1 fold and it fits in my wallet with my NY permit. Someone who knows better could validate, but the statue says an application to carry/possess in the Commonwealth of Pennsylvania. I don't see any exemptions for cities or jurisdictions.