My understanding of guerrilla gardening is that you didn't ask permission, you just planted stuff. That might save you a lot of grief.

If the field is barren anyways ...

I'm planning on some guerrilla planting of wild edibles like sumac. I have the seeds, it's just a matter of going on a little walk. There are plenty of unused areas within a six block radius.