"Unbelievable," she muttered, the word a barely-there whisper. The book, a signed first edition, had been the centerpiece of her collection. Inside, a brittle letter had been carelessly tucked away. She held the book aloft, as if the very touch of the note contaminated it.

Her nostrils flared. How could anyone disrespect a literary treasure like this? The audacity of it, the sheer lack of respect. She felt a burning sensation in her stomach.

She walked over to the trashcan and, with a flick of her wrist, sent the letter sailing through the air. The act, however, did little to soothe her. She was deeply annoyed.

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