"Unbelievable," she muttered, the word a quiet explosion. The letter, found tucked inside an old book, was addressed to her own mother. It detailed her feelings of neglect and resentment towards her, feelings she never actually voiced at the time.

She rose from the chair so abruptly that it tipped backward. She walked to the window, staring out at the world, but seeing none of it. Her mind replayed the events described in the letter, each detail sparking another wave of outrage, each slight felt with renewed intensity. The world felt muted, far away, and she wanted to scream.

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