The news detonated inside David, an explosive force that left him reeling. His face felt hot, his cheeks burning as if he had a fever. He found himself pacing in his small office.

He wanted to scream. He wanted to break something. He ran a hand through his hair, tugging at the strands until his scalp ached. He’d given everything, poured his heart and soul into this company.

His co-worker, Mark, strolled past his door, a smug grin plastered across his face. David turned away, unable to meet his gaze. A surge of pure, unadulterated frustration flooded him.

His carefully constructed world felt shattered, a collection of broken promises and wasted effort. He sat heavily in his chair, feeling utterly and completely hollow.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290