The email sat in Amelia’s inbox, a cruel splash of black against the pristine white background. It detailed the “administrative error.” She reread the lines. The scholarship, the one she’d bled for, the one that meant the difference between ramen and a real meal, was not hers. A mistake. Someone else, a name she didn’t recognize, had been the intended recipient all along. Her fingers curled into fists. The cheap plastic of her desk groaned under the pressure.

She stormed out of the library, the sterile air suddenly suffocating. Her breath hitched. The carefully crafted schedule for the week ahead – study sessions, work hours, the precious few minutes of sleep – crumbled in her mind. All of it, rendered pointless. She kicked a stray pebble across the quad, watching it skip uselessly across the worn pavement.

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