joshu was very close to hitting the right command name
Code:
Application.CommandBars.ExecuteMso "ViewFocusModeView"
To figure out the name of the command which didn't appear in any of my usual searches, I went to the Customise Ribbon dialog and hovered over that particular button. A tooltip popped up with the actual command name shown in brackets.