Necessary and sufficient conditions for the nonnegativity of a generalized inverse of a linear map between vector spaces are given. This includes a characterization for nonnegative matrices. Relations to the nonnegativity of the Moore-Penrose inverse, the group inverse and the Drazin inverse are discussed.