In Pennsylvania, camping is only allowed in designated areas in State Parks. But in State Forests, 2.1 million acres, primitive camping is free, and you can be as random as you want it seems.

http://www.dcnr.state.pa.us/forestry/camping/index.aspx

The only drawback is that there's next to no State Forest land near Philadelphia.