But would still like to know if I could enter Turkey on that visa a second time to grab some non-airport food.[/QUOTE]
Visas on arrival in Turkey are single entry. No double-dipping on a single visa, even if you are only leaving security for a couple of hours. Visa in Turkey = tourist tax.
You can always get another transit visa on your way back through.