We study the effects of shea-time classical dynamics on the distribution of
Coulomb blockade peak heights in a chaotic quantum dot. The location of on
e or both leads relative to the short unstable orbits, as well as relative
to the symmetry lines, can have large effects on the moments and on the hea
d and tail of the conductance distribution. We study these effects analytic
ally as a function of the stability exponent of the orbits involved, and al
so numerically using the stadium billiard as a model. The predicted behavio
r is robust, depending only on the short-time behavior of the many-body qua
ntum system, and consequently insensitive to moderate-sized perturbations a
nd interactions.