Feature stories are defined as human interest pieces that engage emotionally, providing factual narratives that may include vivid descriptions and quotes. They can cover a variety of topics and are often organized with specific structures, starting with a novelty lead and culminating in a strong conclusion. Writers are encouraged to use a combination of storytelling techniques to maintain reader interest while ensuring factual accuracy.