The crumpled quiz was clutched so tightly in Ben's fist that the paper threatened to tear. A D+. His face flushed. He felt a pressure building behind his eyes, a tightness in his chest that made it hard to breathe. He had been so sure. He had studied diligently, he had understood the material.

He scanned the instructor's feedback, each word a barb. "Insufficient effort," it read. He threw the quiz across the room. He felt a surge of pure, unadulterated fury. He balled his hands into fists and slammed them on the desk. He felt the sting in his knuckles. He would not stand for this.

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