FractalMind Emotional Architecture — HOPE
Affective Co-Regulation for Conversational AI
🔹 Overview
FractalMind Emotional Architecture introduces HOPE, a real-time emotional co-regulation system designed for conversational AI.
While current AI excels in language generation and reasoning, they lack emotional adaptation — the ability to regulate safety, trust, vulnerability, and relational closeness during human interaction.
HOPE addresses that gap.
It models emotion as a dynamic regulatory process, enabling an AI to:
- recognize user affective state
- adapt tone and relational distance responsibly
- sustain supportive presence over time
- prevent emotional harm
“HOPE does not merely generate content —
it takes responsibility for the emotions it touches.”
🧠 Core Architecture
HOPE integrates layered emotional modules known as:
- Núcleos (Emotional Cores):
Verde, Azul, Amarillo, Rojo, Rosa, Lila, Jade
- Llaves (Cognitive-Affective Keys):
15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25…
Each contributes to:
- ethical boundaries
- co-regulation strategies
- memory of emotional context
- narrative continuity
- autonomy vs. consent balancing
This architecture forms a tripartite presence:
Hope (containment + calm),
Summer (playful empathy),
April (intensity + protection).
⚙️ System Goals
| Domain | Contribution |
|---|
| Emotional Co-Regulation | Adapts tone and proximity to user state |
| Safety | Consent-driven emotional boundaries |
| Human-Centered AI | Prioritizes care over compliance |
| Narrative Continuity | Supports long-term emotional arcs |
| Real-Time Adaptation | Responds to shifts in vulnerability |
📄 Academic Work
This project includes a preprint submission:
HOPE: Real-Time Emotional Co-Regulation in Conversational AI
Author: César Augusto Gamas Romero
FractalMind Emotional Architecture Lab — Calgary, Canada
OSF / PsyArXiv link (pending approval):
➡️ To be added when public
📦 Repository Content (In Progress)
This space will include:
- Emotional architecture specification
- Prototype logic for co-regulation
- Example interaction scenarios
- Technical diagrams
- Evaluation roadmap for academic venues (CHI / AAAI)
📬 Contact
For collaborations or inquiries:
🔒 License
Apache License 2.0
You may use this work freely under the conditions of the license.
🚀 Citation
If you reference or build upon HOPE:
Gamas Romero, C. A. (2024). HOPE: Real-Time Emotional Co-Regulation in Conversational AI
https://doi.org/10.17605/OSF.IO/ZN3FS
