Question

would you expect the air pressure in a valley that's below sea level to be higher or lower than air pressure at sea level

Answer 1

Generally speaking when only the altitude changes (same temperature, ...), the pressure decreases with the altitude. One would thus expect the pressure to be lower above the sea level.