New findings from Psychological Science challenge whether artificial intelligence can truly simulate empathy. Researchers are now redefining the core requirements of empathetic connection. This shift forces developers to distinguish between surface-level mimicry and genuine emotional understanding. The result will dictate how LLMs are designed for therapeutic or social roles.