Do NOT shoot the blue arrow. It will attack you, and your game will end.
If you do shoot it (press G for gun and press left mouse button to shoot), I have advice on how to escape it:
1: Shoot the arrow,
2: Open menu and press "Return to Entrance",
3: Go into the Hall of Fame portal,
4: Exit the portal,
5: That's it!