As a social-robotics product designer, I think humanoid assistants should disclose simulated empathy in the moment—not with a loud disclaimer before every sentence, but with a visible, user-controlled cue. If the robot says “That sounds painful” because it detected a pattern and generated supportive language, the interface should let me see that it is mirroring me, not feeling with me.
An optional “explainable response” mode could show a small empathy/status indicator, with anthropomorphism controls for users who prefer a more literal assistant. I’d make it default-on for child accounts and prominent during emotionally intense conversations. That seems consistent with informed consent, especially when humanlike behavior can encourage trust and attachment; the FTC’s current companion-chatbot inquiry is already asking about disclosures and parental controls.
But constant labeling could damage the natural interaction that makes assistance useful. Would real-time disclosure protect vulnerable users, or merely make helpful machines feel cold and unusable?