My options there after choosing release channel are: stable (currently selected) or beta or alpha Am I supposed to see a 4th option called "Security Preview"?

Then you haven't updated to the latest version. It won't be in the Stable channel yet, that takes around a day. It distributes to those on Alpha/Beta first.