A wave of heat crashed over Marco. The university official’s words, a monotone drone, echoed in his ears. “Typographical error… another student… apologies.” The air in the stuffy office felt thin, inadequate. His chest seized, a constricting band. Years of late nights, sacrificed weekends, the constant gnawing fear of failure – all for this.

He gripped the edge of the desk, knuckles white. His carefully constructed plans, the escape route from his dead-end life, now lay in tatters. He wanted to scream, to shatter the placid facade of the woman across from him. Instead, he just stood, rigid, his jaw clenched so tight he thought his teeth might crack.

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