The car ride was a silent torture chamber. John gripped the steering wheel so hard his knuckles were bone white. He couldn’t believe what he was hearing from Michael, his supposed best friend. The story of the stolen car, the night of reckless abandon, was being twisted into something that exonerated Michael, making *him*, John, the villain.

He wanted to scream. He wanted to pull over and rip the truth from Michael's throat. His vision blurred, and the road ahead seemed to warp and distort.

"You think that's funny?" he asked, his voice barely a whisper, the words barely making it out his throat.

Michael shrugged, oblivious, and John was almost glad the silence was broken.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285