"No," Sarah said, the word a strangled whisper. The email, with its sterile corporate font and cold farewell, sat open on her screen. Her jaw clenched so tightly she thought her teeth might shatter.

Her vision swam. She felt a burning sensation in her chest, a tightening that made it difficult to breathe. "The Golden Wok," closed? It was unthinkable. Where else would she go for her weekly wonton soup fix? Where would she bring all her friends?

She grabbed her car keys, her hands shaking, and rushed out the door. She had to see it. Had to see the place with her own eyes.

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