Here's why:
* Sorry is an adjective expressing a feeling of remorse or sadness for something you've done.
* Regret is the noun form of that feeling. It's the state of being sorry or remorseful.
For example:
* "I am sorry for what I did." (adjective)
* "He felt a deep regret for his actions." (noun)