You are correct Wizard, the WB Theme doesn't use that font. It is showing up okay in the DX Theme. Thank you. 
Just tried it and it worked, had to close OD and then reopen it.
EDIT: Now if we just had a option to change the font on the Tabs Dock in V2. 
EDIT: Adding an option to color the font would also be nice.