Dear PhiGrimpe,
Thank you for reaching out to the Microsoft Community.
Based on your descriptions you said that the Word is showing the wrong font, but the Window is showing the right standard font you needed. May I ask you some questions this will help us address the issue and assist you more effectively
Does the issue occur in all Office apps or just specific ones? Try on other apps like Excel, PowerPoint,... to see if the issue also appears.
Did any recent Windows or Office updates occur before the issue started?
Does any other user with Window 11 have the same issue ?
Have you checked the formatting styles in Word? The selected style might have bold enabled by default.
When you turn on formatting like Bold in Word it continues until something turns it off. You should try to turn it off with Ctrl+B or with Ctrl+Spacebar.
I appreciate your patience and are here to help. Looking forward to your response.
Best regards
Henry-N - MSFT | Microsoft Community Support Specialist