Do Airport security check travellers for intrastate travel, and has anybody experienced it?

Yes. They neither know nor care where the flight you're getting on is going. Nor can they know whether at that flight's destination you will board another flight, or whether you will hand something off to someone who is boarding another flight. So nobody goes to any gate without being screened.