I'm trying to explain that every point on the surface of a high-dimensional sphere has characteristics that we, with our 3-dimensional intuition, would more usually associate with a spike.
When I get a bit of time I'll go back and re-read it with your comment in mind.
Thanks for your comment.
Firstly, if you stand on the surface and chop off a cap, it has almost no volume. Secondly, if you step in a random direction, you'll be outside, not inside, the sphere. These are almost equivalent if consider a ball around your current location - almost none of it intersects the sphere.
In our 3D world this are characteristics of a spike, not of a sphere, so thinking of high-dimensional spheres as spikey helps stop you from making natural mistakes driven by otherwise perfectly good visualization abilities.
The cube example suffers from construction. It's simple to see that the bounding spheres are fixed to the cube's corners, which escape with dimension. While very interesting, this doesn't do much to constrain the ball's shape.
Volume is also bad measure to use here, since it's already agreed that the volume of the entire sphere rapidly decreases. This is mostly due to the immense expansion of the reference cube. The ratio of the cap to the sphere is better, but you left that as an exercise to the reader, ignoring things like what height relative volume starts materializing in (a reasonable person might expect cos π/4).
But picking a random direction from the surface is illuminating. It's hard to get rid of that effect without switching to spherical coordinates.
Even if I’m just misunderstanding it, I don’t see how it’s surprising. The author writes “with a true high-dimensional sphere, every point on the surface is ‘an extremity’”—isn’t the same true by definition of a sphere of any dimension? For an n-sphere, you have an infinite number of “spikes” whose tips constitute an (n ‒ 1)-dimensional surface.