Under appropriate conditions the probability of a convex symmetric set decreases as the spread or scatter of the distribution increases. This paper studies the conditions when the random vector has a symmetric unimodal distribution.
"Some inequalities for symmetric convex sets with applications." Ann. Statist. 24 (2) 753 - 762, April 1996. https://doi.org/10.1214/aos/1032894463