There are two reasons it’s used
1) it’s easier to type (*)
2) Placate people who are strongly convinced it’s the same thing. To them “functional” means “nearly the same but not yet understood”. For others it’s just a way to sidestep the first group and have a conversation.
When I see a world like this consider the intended audience. When you and I talk, we drop the word because we both know we’re are talking about (*) “this system is exhibiting goal-seeking behavior similar to other systems that are understood to pursue goals”. If I don’t know the person I will use the word and focus on the subject.
If LLMs are "just" statistical models, humans are "just" a bunch of neurons squirting chemicals back and forth. There's no pixie dust in our brains that makes us special.
LLMs are not conscious: They have no analogues for feelings or senses and no construct of selfhood. But if a statistical model had those things—if it did all the mundane, physical bookkeeping our brains do to produce "real" emotions and motivations—then there's no reason it couldn't be as conscious as we are.
There's some great research areas opened up by "AI". But it's research into people, not "AI". We should be looking into how human vision works, given that we take obviously generated images to be real. And how we grant intention to text which clearly has no intention.
LLMs can't begin to have functional emotions unless they're (for instance) explicitly seeking out or avoiding situations based on the emotions those situations would produce in them. Has a chatbot ever responded to one of your requests with, "no, doing that would make me sad"?
Blog post: https://www.anthropic.com/research/emotion-concepts-function
Paper: https://transformer-circuits.pub/2026/emotions/index.html
Related:
https://www.anthropic.com/research/persona-selection-model