@Jylam Sure, you can pick them green. In that case wait until they are dark green. They will almost certainly turn red though, so you can wait until then. Red ones will be spicier.
@Jylam I have a very dark ripening pepper and I wanted to take a picture of it next to an unripe green pepper, but I can't take a picture to save my life and they both came out super dark :c