In even dimensions, volume of a sphere of radius 1 is:

    V_{2k} = pi^k/k!

For 10 dimensions, the hypersphere is of volume 2.55, but the enclosing box is of volume 2^10 = 1024. So roughly one in 400 trials gets you a point inside the sphere. Not good odds.