You look at it in binary categories, but instead, it is always some amount of information and some amount of randomness. An LLM can predict emotions similarly to words. Emotions and social dynamics from an LLM are as valid as the words it speaks. Most of the time, they are correct, but sometimes they are not.
The real difference is that LLMs can be trained to cope with emotions much better ;-)