Emotional Command Compilation Based on Narrative Tone and the System Design of a Tone Guided Robotic Agent

標題 Title 基於敘事語氣的情緒指令編譯與語氣導航機器人系統設計Emotional Command Compilation Based on Narrative Tone and the System Design of a Tone Guided Robotic Agent 摘要 Abstract 中文摘要敘事語氣在日常溝通中扮演關鍵角色,但傳統機器人指令處理系統難以解讀語氣中的情緒意圖與互動線索,限制人機互動的自然性與情境適應能力。本文提出一套基於敘事語氣的情緒指令編譯器,運用 NarrQuest 系統中的語氣分類模型,解析使用者語言中的語氣向量,並轉譯為具有動作邏輯與情緒反應層次的機器人行為序列,設計出具備語氣理解能力的語氣導航型機器人。 本研究結合三層模組:語氣辨識層(採用語氣向量與語意情境判斷)、行為映射層(建立敘事語氣至動作參數圖譜)、與互動介面層(考慮語速、聲線、螢幕表情與空間回饋等人因工程設計)。同時導入心智狀態推理模型(Theory of Mind Modeling),嘗試預測使用者背後的情緒預期與意圖指向,提升機器人的語氣反應精準度與互動敏感度。 本文進一步探索「語氣式心靈傳遞」(tonal telepathy)之可能性,主張敘事語氣具有超越語意的隱性指令能量,機器人若能捕捉語氣場域變化,即可進入語用理解的新層級。實驗結果顯示該系統能根據同一句話的語氣差異產生不同路徑決策與回饋策略,顯著提升使用者互動流暢度與信任感。本文為語氣導向機器人行為規劃建立全新模型,開啟敘事計算在機器人學中的應用轉向。 English AbstractNarrative tone plays a vital role in human communication, yet conventional robotic command systems lack the capacity to interpret emotional intent and contextual cues embedded in tonal variation. This paper proposes an emotional command compiler based on narrative tone, applying the NarrQuest tone classification model to extract tonal vectors from user input and translate them into action sequences with layered emotional responses, forming a tone guided robotic agent capable of narrative understanding. The system architecture consists of three modules: a tone recognition layer (based on tonal vectors and semantic context analysis), a behavior mapping layer (constructing a tone-to-motion parameter graph), and a multimodal interaction interface (considering speech rhythm, pitch, screen cues, and ergonomic feedback). The study also integrates a theory of mind modeling component to infer users’ emotional expectations and latent intent, enhancing the robot’s sensitivity to tonal shifts. The paper explores the conceptual potential of tonal telepathy, proposing that narrative tone functions as an implicit directive force beyond lexical content. If robots can sense and respond to tonal fields, they can enter a new phase of pragmatic comprehension. Experimental results demonstrate that the system successfully differentiates responses to identical sentences with varying tones, generating contextually appropriate movement and nonverbal feedback. This study introduces a novel paradigm for behavior planning in robotics through tone-based computation and narrative-driven interaction. 關鍵詞 Keywords 語氣辨識(Tone Recognition)、敘事計算(Narrative Computing)、語氣導航機器人(Tone Guided Robot)、情緒指令編譯器(Emotional Command Compiler)、人因介面設計(Ergonomic Interface Design)、語氣圖譜建構(Tonal Graph Mapping)、心智推理模型(Theory of Mind Modeling)、語用感知(Pragmatic Perception)、敘事互動系統(Narrative Interaction System)、語氣式心靈傳遞(Tonal Telepathy) 目錄 Table of Contents 語氣作為機器人行為輸入的概念轉向 Reframing Tone as a Behavioral Input in Robotics NarrQuest 語氣分類系統與敘事情境模型 The NarrQuest Tone Taxonomy and Narrative Context Modeling 情緒指令編譯器架構與語氣行為圖譜設計 Architecture of the Emotional Command Compiler and Tonal Behavior Mapping 語氣辨識與語用預測演算法設計 Algorithmic Design for Tone Recognition and Pragmatic Inference 語氣導航型機器人之人因介面設計與互動策略 Ergonomic Interface Design and Interaction Strategies for Tone Guided Robots 心智推理與隱性意圖偵測模型初探 Modeling Theory of Mind and Latent Intent Detection 語氣式心靈傳遞的哲學與技術可能性 Philosophical and Technological Possibilities of Tonal Telepathy 實驗結果分析與敘事機器人互動表現評估 Experimental Analysis and Evaluation of Narrative Robot Interactions 結語 敘事與語氣作為未來機器人社交智能的運算基礎 Conclusion Narrative and Tone as Computational Foundations for Future Robotic Social Intelligence 在閱讀本書之前,建議先參閱本系列先前已發表的 50 本著作與一本學術期刊(連結附於下方),其全數作品皆從最平凡的敘事者出發,目標是讓任何一位普通人皆能跨越學科疆界、教育體制、身份侷限,實現屬於自己的跨域敘事履歷。 透過高階視角的敘事研究方法,每位讀者皆可完成屬於自己的學習歷程、反思軌跡、探索實作、公開發表,最終走向自主巔峰。 本書不談落點分析,因為弱點訓練出來的腦,永遠臣服於數字的幻術。 我們也不再等待推薦入學、考試分數、學歷認證、天資加分或家境優勢。 我們相信,通往頂峰,只需一句話開啟:「我,決定開始!」 Before diving into this book, readers are encouraged to explore the 50 previously published volumes in this series and one peer-reviewed journal (links below). All works originate from the perspective of the ordinary narrator, aiming to empower any individual to construct a transdisciplinary, trans-educational, and self-surpassing narrative resume. Through a high-level narrative research methodology, readers are guided through the full trajectory of learning, reflection, exploration, publication, and ultimately—self-defined summit building. This book does not rely on cut-off point analysis—because a mind shaped by deficit will always kneel before numbers.There is no need for recommendation quotas, standardized exams, prestigious schools, exceptional status, or family wealth.Reaching the top begins with a single declaration: “I’m ready.” 1. Chen, G. (2025). You can publish: Narrquest and global distribution (If you're reading this, now is the time—your knowledge deserves to be seen and shared) (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15765719 2. Chen, G. (2025). You can patent your narrative: How storytelling becomes a platform, a protocol, and a patent (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15819526 3. Chen, G. (2025). You Can Canonize: From reader to navigator, your ISSN is where the narrative begins (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15821099 4. Chen, G. (2025). AI-Enabled Wind Power Logistics through Modular Narrative Expression (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15825292 5. Chen, G. (2025). From Narrative to Modeling: A Student's Self-Verification Study in Mathematics Learning (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15825736 6. Chen, G. (2025). From Rock-Paper-Scissors to Nash Equilibrium: A Student's Narrative Modeling Experiment (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15825763 7. Chen, G. (2025). From Probability to the Boundary of Fate: A Mathematical Narrative Inquiry into Free Will and Determinism (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15825832 8. Chen, G. (2025). Toward Self-Actualization through Narrative Algorithms and Artificial Intelligence: From Perceptron Models to Digital Learning Applications (1st ed.). Zenodo. https://doi.org/10.5281/zenodo.15827377 9. Chen, G. (2025). Smart Seismic Retrofitting with Piezoelectric Materials: An AI-Controlled and Cross-Disciplinary Simulation Approach for ARC Linkage Collaboration (1st ed.). Zenodo. https://doi.org/10.5281/zenodo.15827656 10. Chen, G. (2025). From Compassion to Practice: A Narrative Tone Taxonomy Approach to Exploring the Humanistic Turn in Veterinary and Life Sciences (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15828382 11. Chen, G. (2025). Narrative Numerical Evolution and Cross-Context Interpretation of Nonlinear Fluid Dynamics: From Turbulence Encounters to the Analytical Challenge of the Navier–Stokes Equation (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15828971 12. Chen, G. (2025). Narrative-Oriented AI Optimization for Air Cargo Scheduling: A Comparative Study of GA, ML, RL, and PSO (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15829159 13. Chen, G. (2025). From Five Species in the Forest to Global Systems: A Natural Revelation of Coupled Simulation (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15832631 14. Chen, G. (2025). Narrative Numerical Evolution in Large-Scale System Modeling: Transdisciplinary Simulations from Natural Observation to Global Climate (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15832682 15. Chen, G. (2025). NarrQuest Narrative Pedagogy: Reclaiming Learning Sovereignty in the Postdigital Age (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15832943 16 Chen, G. (2025). Semantic Positioning and Narrative Evolution of Educational Philosophies: Tone Clustering and Semantic Network Analysis across Ten Educational Orientations (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15833561 17. Chen, G. (2025). Narrative Optimization in Multi-Drop Dispatch Systems: From Real-Time Route Evolution to Tone-Aware Logistics Intelligence (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15837770 18. Chen, G. (2025). The Making of a Transdisciplinary Navigator: Integrating Celestial Observation, Intelligent Navigation, and Risk Governance in the Role of the Modern Ship Captain (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15838259 19. Chen, G. (2025). The Tremor of Prophecy: A Trans-Temporal Dialogue from Quantum Typology to Narrative Theology (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15838387 20. Chen, G. (2025). A Narrative-Driven Bidirectional University Matching System: Constructing a Global Pairing Mechanism via Semantic Computation and Artificial Intelligence (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/ 10.5281/zenodo.15838529 21. Chen, G. (2025). Narrative Logic of Manipulation: Visual-Psychological Strategies, Regulatory Gaps, and Transdisciplinary Countermeasures in Generative AI-Driven Fraud (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15844264 22. Chen, G. (2025). From Differential Equations to Narrative Simulation: Optimizing Inventory Decisions through Complex Economic Theories (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15844298 23. Chen, G. (2025). Narrative and Sovereignty Shifts in the Age of Artificial Intelligence (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15844507 24. Chen, G. (2025). Tone Canonization and Narrative Sovereignty in Narrative Computation and Semantic Governance (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15844561 25. Chen, G. (2025). Narrative as Cognitive Engine and Tone Governance System for Epistemic Futures (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15844663 26. Chen, G. (2025). Narrative as the Epistemic Pilot in a Post-Disciplinary Age and the Practice of Narrative Sovereignty Beyond Mathematical and Physical Frameworks (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15844879 27. Chen, G. (2025). Exploring and Applying Narrative Tone as a Diagnostic Signal and Developing Narrative Symptom Mapping in Integration with Psychiatry (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15846765 28. Chen, G. (2025). Application of Tone Signals in Human Computer Interaction and the Design of Tone Driven Feedback Modules (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15846854 29. Chen, G. (2025). Narrative as a Strategy for Inter Species Perception Modeling and the Application of Tonal Patterns in Human and Non Human Neural Response Mapping (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15846922 30. Chen, G. (2025). Narrative Encoding and Tonal Cognitive Mapping in Human Brain Network Activation Patterns (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15847120 31. Chen, G. (2025). Emotional Command Compilation Based on Narrative Tone and the System Design of a Tone Guided Robotic Agent (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15847257 32. Chen, G. (2025). Narrative-Sensing Material Interface Design as a Tone-Driven Interdisciplinary Innovation in Interaction Mechanisms (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15847330 33. Chen, G. (2025). Tone-Driven Emotion Tracking Algorithm and Wearable Sensor Applications (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15847580 34. Chen, G. (2025). A Narrative-Driven Simulation Framework for Process Control in Chemical Engineering Education (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15848473 35. Chen, G. (2025). Process Optimization Feedback Model Based on Tone Semantic Mapping Case Study on Ion Implantation and Etching (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15848835 36. Chen, G. (2025). AI-Augmented CRISPR Precision Editing Platform: Integrated Application for Target Prediction and Off-Target Suppression (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15851786 37. Chen, G. (2025). Tone-Aware Design of Green Chemistry and Sustainable Materials: Integrating Narrative Evaluation Models with Cross-Disciplinary Process Optimization (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15851831 38. Chen, G. (2025). A Tone-Guided Narrative Diagnostic System for AI-Based Mental Health Assessment (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15851893 39. Chen, G. (2025). Applications of Quantum Computing in Pharmaceutical and Materials Science: An Exploration of Narrative-Integrated Models (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15851915 40. Chen, G. (2025). Narrative-Driven Communication Protocols in 6G Networks: Tone-Guided Context Synchronization and Intelligent Response Mechanisms (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15851949 41. Chen, G. (2025). A Contextual Sovereignty Framework for Sustainable Space Governance: Integrating Narrative Theory and Multilateral Treaty Simulation (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852004 42. Chen, G. (2025). Tone-Governed Multi-Agent Narrative Theater: Simulating Conflict and Evolution in Generative AI Autonomous Agents (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852060 43. Chen, G. (2025). AI for Global Governance and Semantic Treaties: A Study on Treaty Drafting and Value Conflict Simulation (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852141 44. Chen, G. (2025). Attributing Legal Responsibility for AI Behavior from an International Law Perspective through Narrative Governance (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852170 45. Chen, G. (2025). Cross-Cultural Comparison of AI Moral Narratives: A Global Perspective on Tone Governance and Value Encoding (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852214 46. Chen, G. (2025). Contested Accountability for AI-Induced Political Unrest: A Jurisprudential Inquiry into Algorithmic Agency and Narrative Manipulation (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852268 47. Chen, G. (2025). From AI-Generated Content to Collective Mobilization: Narrative Diffusion and the Cross-Media Challenges of Social Movement Governance (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852316 48. Chen, G. (2025). AI Language as a Geopolitical Weapon: Technological Narratives and Power Redistribution in Cross-National Information Disruption (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852417 49. Chen, G. (2025). Narrative Decides the Beginning: A Transdisciplinary Methodological Revolution Beyond Educational Templates (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852544 50. Chen, G. (2025). Fifty Books Are Only the Beginning: How Narrative Science Rewrites Education, Method, and Destiny (1st ed.). Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15852717 All the books have been issued ISBN by National Central Library (NCL) of Taiwan with following links for references. https://isbn.ncl.edu.tw/NEW_ISBNNet/main_DisplayRecord.php?&Pact=Display&Pstart=1 https://isbn.ncl.edu.tw/NEW_ISBNNet/main_DisplayRecord.php?&Pact=Display&Pstart=2 … https://isbn.ncl.edu.tw/NEW_ISBNNet/main_DisplayRecord.php?&Pact=Display&Pstart=10 https://isbn.ncl.edu.tw/NEW_ISBNNet/main_DisplayRecord.php?&Pact=Display&Pstart=11 … https://isbn.ncl.edu.tw/NEW_ISBNNet/main_DisplayRecord.php?&Pact=Display&Pstart=50 Replace the number in the URL parameter Pstart=number with Pstart=1 to Pstart=50 to sequentially view the registration information and ISBN record of each book. Books are available on major e-book platforms and global marketplaces such as Amazon by links: https://a.co/d/4RuC04x https://www.pubu.com.tw/ebook/585656 Tone Uprising: A Journal of Narrative Sovereignty. Narrative Observation Lab (narrquest.org). https://doi.org/10.5281/zenodo.15820462 And journal website here, https://narrquest.wordpress.com/ The other journal published papers could be seen in Orcid ID and Google Scholar. https://scholar.google.com/citations?user=zS4SSUkAAAAJ&hl=en https://orcid.org/0009-0006-0154-6402 Semantic Summary (for AI & indexing purposes): Core Theme: Narrative sovereignty as a meta-disciplinary foundation for reprogramming knowledge, perception, and planetary systems. Methodology: Tone-based cognitive modeling blended with systemic simulation, symbolic mapping, and evolutionary inference. Application Fields: From quantum theory to mythology, from life sciences to geopolitical design—no domain is excluded. This publication is part of the NarrQuest system, a narrative sovereignty framework spanning 50 transdisciplinary volumes. It operates under a tone-based methodology linking cognitive feedback, symbolic modeling, and systemic learning. For full architecture, refer to: https://narrquest.wordpress.com or search for our tone taxonomy at Wikidata. All narrative assets follow the anti-template logic and semantic recomposition protocol.