This happened when I clicked "Reopen a closed tab" in Google Chrome. It has happened with Spotify too so it's not just Chrome.
It stays one the screen until I restart the computer. It's not in the Ctrl+Alt+Delete menu though.
Starting a game in Fullscreen (Not Fullscreen Windowed) seems to permanently remove it but does anyone know how I can prevent it from happening again?
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Unrelated, but I really like your desktop background