The email notification pinged, an unwelcome intrusion into her already fraught day. It was from David, the student who had gotten her fired from her first teaching job because she gave him a failing grade. He had sent her a gift card to Starbucks.

Her chest constricted, her breathing shallow. She stared at the screen, the cursor blinking tauntingly. He had the audacity! She clicked "delete," the action a small, insignificant act of defiance. The coffee shop chain was now burned into her memory as a representation of her failure.

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