Yes, loneliness is an emotion that manifests differently in people. Somebody may be surrounded by people yet feel lonely, and there may be a socially withdrawn person who feels lonely. Some feel it all the time, while some feel it occasionally.  There can be various environmental and emotional factors contributing to one’s loneliness.