The email. He should have seen it coming, the signs had been there. The empty classrooms, the rumors, the hushed conversations. But denial had been easier. Now, the truth hit him like a physical punch.

He rose from his chair, his legs shaky. He began to pace. Every step was full of a need to destroy something. He needed to make someone else feel the pain, the emptiness. He wanted to see people suffer.

His breath came in ragged gasps. He wanted to smash the phone. He stopped and took a few deep breaths. He looked out the window, at the sky, and knew that he could explode.

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