The bus rattled and swayed, a mechanical beast mirroring the turmoil within Elena. Each bump, each abrupt stop, sent a jolt of discomfort through her already aching body. She hated it. She hated everything.

The specialist’s words replayed in her mind: "Rare condition. Limited treatment options. Social support is crucial." Elena rolled her eyes. Support? She didn't need support; she needed a miracle.

On the bus, she saw her. The other patient. They had to sit together, awkwardly, in silence. The atmosphere was charged with shared frustration.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296