> LLM is perfectly capable of empathy, it just never told to do so.

They absolutely cannot exhibit empathy. The definition of the word shows that:

> the action of understanding, being aware of, being sensitive to, and vicariously experiencing the feelings, thoughts, and experience of another

They don't experience feelings. They don't empathize.