Stop apps from reopening on restart in Yosemite

I've been Googling the answer to this for the past several days, but I think a lack of common nomenclature is making it difficult to find the answer.

Here's the problem: Let's say I have Chrome w/ three tabs and Pages open on my Mac Mini. If I go to the Apple Menu and restart, when the computer restarts I want to see nothing other than my desktop. However, regardless of whether "Close windows when quitting an app" in System Preferences > General is checked, the apps (and their respective tabs/windows/documents) pop up, too.

App state persistence, reopening apps on start, resume — whatever it's called, I want to disable it. It's super annoying. As mentioned, I tried the checkbox in System Preferences (checked and unchecked), and cannot find anything else that even refers to this. Happens on my Late 2012 Mac Mini and Late 2012 13" MacBook Pro.

Can anyone help?