In contrast to the well-known CO and ${\mathrm{N}}_{2}$ molecules, isoelectronic SiO and PN form thermodynamically stable conventional (valence) and dipole-bound anion states upon attachment of an extra electron. According to the results of our high-quality ab initio calculations, binding energies of the electron in these states are 38 and 1.6 meV $({\mathrm{SiO}}^{\mathrm{\ensuremath{-}}})$ and 76 and 1.0 meV $({\mathrm{PN}}^{\mathrm{\ensuremath{-}}}),$ respectively. Dissociation trends of the ${\mathrm{SiO}}^{\mathrm{\ensuremath{-}}}$ and ${\mathrm{PN}}^{\mathrm{\ensuremath{-}}}$ anions are discussed.