I find it more intuitive to to discard the spatial intuition and think in terms of events. You want something in the X% norm? Think about it like a X%-heads biased coin flip. If you flip it enough times, it'd be shocking to get all heads. Even if the coin flips (dimensions) are correlated, many coin flips (dimensions) means at least some tails (dimension outside the norm).