The musty scent of the bookstore hit Ava as she walked in. She was looking for a specific first edition, a book that had long eluded her. She found it and, gleefully, she began to flip through the pages. Then, it happened. A folded piece of paper, a letter, fluttered to the floor. She stared at it, her face darkening.

She felt a jolt of anger run through her. Someone had dared to violate the sanctity of this book. To insert their own private world into hers. The thought made her skin crawl.

She balled her fists. Her hands were shaking. She had been so excited to finally hold the book in her hands. Now, that joy had been utterly defiled.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260