LLMs are not the end of AI research. See LMM (large multimodal model), cognitive architecture, spiking neural networks, I-JEPA, etc. There are going to be multiple totally different types of AI that may be called be AGI, depending on who you ask.

For emotions, see Pei Wang's research.