The statement should be altered in something like this ...
after 100 tosses, you would expect to be within 10 steps from the starting point in 68 (or xx) out of 100 scenarios.
The standard deviation of the random walk is sqr(n) * stepsize.
P.S. Unfortunately I don¢t have Feller¢s...