In the stock market, bagholders are investors who hold onto stocks that have declined in value, often due to emotional attachment or a lack of selling discipline. Their behavior can influence market psychology and trading patterns. Understanding bagholding is crucial for investors to avoid being trapped and make rational decisions in penny stock trading.