README.md

---
license: other
language: en
pretty_name: "Webnovel Narrative Emotion — 7c Core Stable (No-fee, Access Request)"
tags:
  - gated
  - research-only
  - non-commercial
  - schema-stable
  - reproducible
  - 7c
  - narrative
  - emotion
  - vad
  - webnovel
  - arr
status: active
schema_version: "1.7c.core-arr"
gated: true
task_categories: [text-classification]
task_ids: [sentiment-classification]
size_categories: ["n<1K"]


extra_gated_prompt: |
  No-fee access for academic & non-commercial research (ARR).
  Access is provided via a short request-and-approval flow.
  Please share your intended use.


extra_gated_fields:
  Full name: text
  Organization / Affiliation: text
  Intended use:
    type: select
    options:
      - Academic research
      - Education
      - Evaluation
      - Other
  I agree to the JsisOn License (ARR): checkbox
  I will not attempt anchor reconstruction: checkbox

see_also:
  - "https://huggingface.co/datasets/jsisonou/narrative-engine-emotion-5c"
---

> **Try the PV Peak/Valley Explorer**  
> 🔗 **PV Radar (Beta) Space**: https://huggingface.co/spaces/jsisonou/narrative-engine-pv-radar-beta  
> Use this dataset’s sample files to test:
> - **Curve Mode**: upload `book_curve.scene.csv` → Run  
> - **Text Mode**: paste one scene per line → Run  
> You’ll get `pv_pred` (per-scene labels), `arc_summary` (global peak/valley), and score curves.  
> *Assistive only; human-in-the-loop. No model weights or training recipes are exposed.*

---

Latest: v1_0 · vol01 · ep001 — 7c updated (N scenes). No-fee • Research-only • Access request required.



**No-fee (access request). Research-only.** Includes 5c columns plus `conf` and `plot_break`. For a public sample, see the [5c Research Pack](https://huggingface.co/datasets/jsisonou/webnovel-emotion-5c-free).

---

This is the 7c Core Stable edition (Free, Gated) under the JsisOn License (ARR).
It contains the emotion curve only (CSV) with the same 7 fields across releases; 
schema-stable and reproducible.
For open exploration see 5c Free; for richer yet stable coverage, 15c Extended (superset).

> **Anchor Non-Disclosure (ARR)**  
> This edition does **not** include numeric lexicon anchors.
> Per-scene VAD values are **pre-snap continuous estimates**, not label anchor coordinates.  

## Why 7c (vs 9c)
- Fixed 7 columns, zero-NA policy, range-checked → downstream-stable.
- Internal thresholds/distances are not exposed → IP-safe.
- Curve-only CSV; no JSONL scenes or full text.
- Fixed lexicon version (JS-LEX core100 v1) → stable labels across releases.
- Labels use stable identifiers; the mapping is provided in `lexicon/core100.v1.bin.tsv`.
  
## Schema (7 columns)
scene_idx | valence | arousal | dominance | label | conf | plot_break

## Sample (CSV)
scene_idx,valence,arousal,dominance,label,conf,plot_break
1,0.5,0.5,0.5,longing,0.595939,1
2,0.7,0.6,0.6,interest,1,0
3,0.2,0.8,0.4,tension,1,0
4,0.7,0.6,0.6,interest,1,0
5,0.45,0.875,0.35,astonishment,0.589674,0

- **Fields**

  - `scene_idx` (int) — **1-based** index within the episode  
  - `label` (string) — primary emotion from **JS-LEX core100 v1** (see `lexicon/core100.v1.bin.tsv`)  
  - `conf` (float, 0..1) — confidence for `label`  
  - `valence` (float, 0..1)  
  - `arousal` (float, 0..1)  
  - `dominance` (float, 0..1)  
  - `plot_break` (boolean: 0/1)

## Files
- data/`7c_curve.csv` — per-scene emotion curve (7 cols)
- schema/`public_contract.schema.json` — public interface (no implementation details)
- docs/`LICENSE.txt` — JsisOn License (ARR) terms
- docs/`GATED_POLICY.md` — access terms 
- lexicon/`core100.v1.bin.tsv`

# Lexicon (core100.v1)
- We provide a minimal, non-numeric VAD lexicon to ensure reproducibility without exposing raw anchors.  
- **File**: `lexicon/core100.v1.bin.tsv` (UTF-8, TSV)  
- **Columns**: `label, V_bin, A_bin, D_bin, direction`  
- **Bins**: `VL, L, M, H, VH` (five ordered levels around the neutral anchor)  
- **Neutral anchor**: conceptually (0.5, 0.5, 0.5) — choose midpoints per your protocol.  
- **Version**: `core100.v1`  
- **License**: research-only (no redistribution / no training without consent)  
- Exact numeric anchors are reserved to the Pro edition;  
- attempts to reconstruct anchors are not permitted under ARR.

**Reconstruction (optional, by user)**  
Researchers may map bins to numeric midpoints (e.g., a 5-level scale) in their own 
code/protocol to derive approximate VAD values for analysis. 
This dataset intentionally does not include numeric coordinates.

# **Dataset Summary**
7-column VAD core for research and prototyping. No source text. Derived from 
Batalstone vol.1 pipeline (`vad@1.0.0`, JS-LEX core100).

# **Access & Gating**
This is a **Gated Free** dataset under the **JsisOn License (ARR)**.
- **Allowed (non-commercial only):** academic research, evaluation, and model training for research.
- **Prohibited:** commercial training/deployment, resale, sublicensing, redistribution.  
Access is free after approval on the Hub (request access and accept ARR terms).

# **Data Structure**

```
.
├─ data/
│  └─ 7c_curve.csv          
├─ schema/
│  └─ public_contract.schema.json  
├─ lexicon/
│  └─ core100.v1.bin.tsv     
├─ docs/
│  ├─ LICENSE.txt           
│  └─ GATED_POLICY.md      
```


- VAD fields are pre-snap continuous estimates;  
- numeric lexicon anchors are not part of this edition.
  
---

## B. Schema (public)
`schema/public_contract.schema.json`

```json
{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "$id": "https://schemas.jsison.com/batalstone/curve_7c_core.arr.v1.json",
  "title": "Batalstone 7c Core Stable — Curve Only (ARR)",
  "description": "No numeric lexicon anchors are included; VAD fields are pre-snap continuous estimates.",
  "type": "object",
  "required": ["scene_idx","valence","arousal","dominance","label","conf","plot_break"],
  "properties": {
    "scene_idx": { "type": "integer", "minimum": 1, "description": "1-based scene index" },
    "valence":   { "type": "number",  "minimum": 0.0, "maximum": 1.0 },
    "arousal":   { "type": "number",  "minimum": 0.0, "maximum": 1.0 },
    "dominance": { "type": "number",  "minimum": 0.0, "maximum": 1.0 },
    "label":     {
      "type": "string",
      "description": "Primary emotion (JS-LEX core100 v1). See lexicon/core100.v1.bin.tsv (non-numeric bins)."
    },
    "conf":      { "type": "number",  "minimum": 0.0, "maximum": 1.0 },
    "plot_break":{
      "description": "0/1 in CSV; cast to boolean by readers",
      "oneOf":[{"type":"integer","enum":[0,1]},{"type":"boolean"}]
    }
  },
  "additionalProperties": false
}

```

```
from datasets import load_dataset, Features, Value
features = Features({
  "scene_idx": Value("int32"),
  "valence":   Value("float32"),
  "arousal":   Value("float32"),
  "dominance": Value("float32"),
  "label":     Value("string"),
  "conf":      Value("float32"),
  "plot_break":Value("bool"),
})
ds = load_dataset("jsisonou/webnovel-narrative-emotion",
                  data_files="data/7c_curve.csv",
                  split="train",
                  features=features)

```

| Edition                   |         Columns | Access           | Purpose                            | Why choose it                                           |
| ------------------------- | --------------: | ---------------- | ---------------------------------- | ------------------------------------------------------- |
| 9c Preview (archived)     | 9 + diagnostics | archived         | historical preview                 | experimental fields; unstable                           |
| **7c Core (gated, free)** |           **7** | gated-free (ARR) | **research & evaluation standard** | **stable schema, zero-NA, fixed lexicon, reproducible** |
| 5c Free                   |               5 | public           | quick baselines                    | ultra-light, open                                       |


# **Intended Use & Limitations**
Research, benchmarking, prototyping. 
**Non-commercial model training and evaluation are allowed**; 
any commercial use requires a separate written agreement (see **License**).


# **License**

**LicenseRef-JsisOn (ARR)** — full text in `docs/LICENSE.txt`.  
Summary: https://js-is-on.com/licenses/1.0/  
(Non-commercial research/review only; no redistribution, sublicensing, 
or commercial training/deployment.)

---

Contact: [ai@batalstone.com](mailto:ai@batalstone.com) → [5c Research Pack](https://huggingface.co/datasets/jsisonou/webnovel-emotion-5c-free)

---

# **Changelog**

`1.0.0` — Initial 7c Core Stable (no-TH). Supersedes legacy 9c preview.

@dataset{batalstone_emotion_7c_core_arr_2025,
  author    = {Liia Black},
  title     = {Webnovel Narrative Emotion — 7c Core Stable (Gated, Free)},
  year      = {2025},
  publisher = {JsisOn OÜ}
}