The lack of stimuli from the environment (not seeing, touching, smelling, feeling, and hearing that person) will no longer fire the neural nets associated with that person. That stoppage prevents the release of specific chemicals from the brain that feed the body to make a feeling. Regardless of whether a feeling is positive or negative, it results from the release of certain chemicals.
