  Finite groups with very few character values are characterized. The following
is the main result of this article: a finite non-abelian group has precisely
four character values if and only if it is the generalized dihedral group of a
non-trivial elementary abelian $3$-group. The proof involves the analysis of
the centralizers of involutions.
