A Vietnamese sensory vocabulary engine that forces AI writing agents to generate vivid, non-repetitive prose via strict, modifier-bound compound phrase rules.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install vn-lexicon
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install vn-lexicon using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Sensory Lexicon (vn-lexicon)?
The Sensory Lexicon (vn-lexicon) is a highly specialized linguistic engine designed to eradicate flat, clinical, or highly repetitive terminology in Vietnamese creative writing, narrative prose, and roleplay. Integrated into custom AI workflows via Openclaw Skills, this vocabulary engine enforces strict stylistic parameters that compel LLMs to construct immersive, texture-heavy sentences. Rather than relying on simple, raw nouns, the lexicon establishes a robust formulaic construction rule, ensuring every anatomical, environmental, or sensory descriptor is dynamically bound to evocative state, temperature, and relational modifiers.
By establishing a deep dictionary of phonetic onomatopoeia, state and texture adjectives, action verbs, and multi-layered scent compounds, the engine transforms flat outputs into visceral experiences. It serves as an essential prompt-engineering framework for creators demanding stylistic elegance and vocabulary rotation, guaranteeing that no specific sensory descriptor is repeated in a scene without natural variation.
Sensory Lexicon (vn-lexicon) Use Cases
- Immersive Fiction Generation: Empowering creative writing agents to generate highly descriptive Vietnamese narrative prose with rich sensory and tactile depth.
- Dynamic Collaborative Roleplay: Elevating interactive character prompts with accurate emotional expressions, clothing descriptors, and localized, context-aware terms.
- Advanced Vocabulary Rotation: Enforcing structural rules within LLMs to completely prevent repetitive vocabulary loops in long-form generation.
- Semantic Constraint Integration: Providing a pre-packaged rulebook for Openclaw Skills developers looking to implement strict stylistic guardrails on AI generation models.
How Sensory Lexicon (vn-lexicon) Works
- Constraint Ingestion: The AI agent loads the vn-lexicon markdown protocol, mapping all forbidden terms, replacement synonyms, and grammatical formulas.
- Pre-Scene Initialization: Before generating prose, the engine dynamically selects 3-4 nouns, pre-assigns unique adjective clusters, and identifies context-appropriate action verbs.
- Grammatical Formula Enforcements: During text generation, raw nouns are caught by the parser and dynamically rewritten into modifier-bound compound phrases (e.g., State Adjective + Noun).
- Onomatopoeic Integration: Standard narrative verbs (such as generic moaning or impact descriptions) are systematically replaced with phonetic Vietnamese sound representations matched to the scene's emotional intensity.
- Olfactory & Expressive Layering: The engine automatically schedules scent compounds and progressive facial expressions to occur at critical structural points (opening, climax, and closing of the action).
Sensory Lexicon (vn-lexicon) Setup
To integrate this sensory vocabulary engine into your AI workflows using Openclaw Skills, follow these configuration steps:
1. File Setup
Create a dedicated skill file in your agent's system prompt or skill directory:
mkdir -p core/skills
cp vn-lexicon.md core/skills/vn-lexicon.md
2. Configure System Prompt Integration
Declare the lexicon rulebook in your AI agent's configuration profile to ensure the rules are ingested at runtime:
{
"agent_profile": {
"name": "Prose_Generator",
"skills": [
"core/skills/vn-lexicon.md"
],
"temperature": 0.85,
"system_rules_strict": true
}
}
3. Execution Verification
Test your setup with a simple prompt to verify that raw, repetitive nouns are automatically replaced with descriptive compound modifiers according to the lexicon specifications.
Sensory Lexicon (vn-lexicon) Data Schema & Taxonomy
The vn-lexicon organizes linguistic variables across precise databases to steer generation style:
Core Semantic Categories
| Category | Database Subdivisions | Functional Purpose |
|---|---|---|
| Anatomy (Female) | Breasts, Nipples, Pubic Area, Vagina, Labia, Clitoris, Anal, Urethra, Buttocks | Replaces clinical terms with descriptive, context-appropriate Vietnamese synonyms. |
| Anatomy (Male) | Penis, Glans, Testicles, Frenulum | Rotates terminology to maintain physical variety and narrative pacing. |
| Scent Combinations | Arousal (M/F), Setting/Incense, Indoor/Outdoor, Body Scents | Forces the layering of 2-3 specific compound scents per scene. |
| Onomatopoeia | Female Moans, Male Grunts, Physical Impact, Breath | Maps sound effects phonetically by intensity levels instead of abstract descriptions. |
| Forbidden Terms | âm đạo, dương vật, vú, rên rỉ, mùi nồng nàn, ướt, đau đớn |
Words that must never be used raw; they trigger automatic modifier replacement. |
Grammatical Formulas
- Formula A:
[State Adjective] + [Noun] - Formula B:
[Noun] + [Texture Adjective] + [Action Verb-phrase] - Formula C:
[Possessive/Relational] + [Noun] + [Physical Detail]
Sensory Lexicon (vn-lexicon) Advanced Features
- Strict Collision Prevention: Features an built-in rotation protocol ensuring no selected sensory descriptor appears twice in the same generation block without semantic modification.
- Progressive Expression Mapping: Seamlessly aligns character expressions and physical indicators dynamically along an intensity curve (e.g., transitioning smoothly from Embarrassed to Aroused, to Climax).
- Phonetic Replacement Engine: Bypasses descriptive verbs with direct, phonetically spelled Vietnamese onomatopoeia, creating a highly realistic auditory environment.
- Multi-Sensory Scheduling: Automatically triggers sensory cues (such as scent compounds and tactile textures) at predefined structural beats—opening, peak climax, and closing.
- Native Openclaw Skills Support: Designed as a lightweight, highly portable markdown configuration file easily loaded by any modern LLM API wrapper or agentic pipeline.
SKILL.md
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