This is the specific product:
I found out what they were called, went over to the store, and for a long while I was staring at them thinking "this is a huge hook, I don't want a huge hook", but didn't make the connection that if you flip it over its a headphone stand. :p
I found them at the beginning of the "storage" isle in Home Depot.
Price is a bit under $10 USD. I also found it on Lowe's website as well, but on their site the image is of the old version. I'm not sure if they carry the new or old version, but may be worth a look.
At my store there were only 1 of them, I'll wait until they get back in stock and pick up two more. :D