See Ions

Electronic transfer of electrons between atoms makes them ions which attract via the Coulomb interaction, so $1/r$ and isotropic. It is $\sim 100 k_B T$. However, interaction is strongly modified in a solution, due to screening (similar to Debye screening in Plasma physics).