John slammed the file down on the counter. The receptionist flinched. His vision swam, a red haze obscuring the perfectly manicured nails and the vapid expression on the woman’s face. He knew what he’d come for – a clean bill of health. His life, his future, was dependent on it. Now this.

He had spent the last six months training, pushing his body to its limit for the marathon. Now the records weren't his. He could almost feel the weight of missed opportunity, the dashed hopes, crushing him.

"Explain this," he growled, the words a low rumble in his chest. His hands were shaking. He could barely contain the tide of rising heat. The injustice of it all, that's what was getting to him.

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