Artificial intelligence is rapidly evolving from pure computation into systems that simulate emotional understanding. This article explores emotional intelligence in AI, comparing human empathy, neuroscience, and affective cognition with machine learning models and large language systems. It explains what AI can infer about emotions, where it fundamentally differs from the human brain, and why true feeling remains a biological phenomenon, shaping the future of human-AI collab