Turns out I'm just a dingus and I was clicking the wrong play button in VS Code. I already hid the button so I forget what it was called, but the green run by "Run and Debug" works just fine. Thanks everyone for putting up with my nonsense =p

I also made sure the Godot executable was correct in the Godot extension settings, but that made have been correct the whole time.