Yes, this can be made precise: For example, consider a uniform distribution on a d-dimensional cube with side length 1.
Only a (1/2)^d fraction of the mass is within 0.25 distance of the average in every coordinate.
In high dimensions, almost all the mass is "near the boundary" in at least one coordinate.