The Ghost Incognito extension allows you to force certain sites to always use Incognito mode. I realize using an extension to accomplish this objective is somewhat ironic, but seems like it'd work in this case if you can trust that one extension.

https://chrome.google.com/webstore/detail/ghost-incognito/ge...