The small, cramped apartment seemed to shrink around her. She sat hunched over the letter, her face a mask of silent fury. The letter was a scathing rebuke of her childhood best friend, filled with accusations and recriminations. The accusations were mostly fabricated, fuelled by jealousy and teenage insecurity.

She ripped the letter into shreds, the small pieces falling onto the floor like a paper snowfall. She wanted to smash something, break something. She gripped the arms of the chair so tightly that her knuckles ached. This person, this *girl* who she used to be, was a stranger.

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