In Oracle Virtual Box, how can I get the VM to display full screen?

I've told it to install the virtualbox guest additions, did a restart of the VM and then told it to go to full screen, but it doesn't.

This is on two different computers using the latest version of Virtualbox on each.

What the heck am I doing wrong?

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