We provide the increasing eigenfunctions associated to spectrally negative
self-similar Feller semigroups, which have been introduced by Lamperti. These
eigenfunctions are expressed in terms of a new family of power series which
includes, for instance, the modified Bessel functions of the first kind and
some generalizations of the Mittag-Leffler function. Then, we show that some
specific combinations of these functions are Laplace transforms of
self-decomposable or infinitely divisible distributions concentrated on the
positive line with respect to the main argument, and, more surprisingly, with
respect to a parameter of the process. In particular, this generalizes a result
of Hartman (1976) obtained for the increasing solution of the Bessel
differential equation. Finally, we compute, for some cases, the associated
decreasing eigenfunctions and derive the Laplace transform of the exponential
functionals of some spectrally negative L\'evy processes with a negative first
moment