The polished mahogany of the desk gleamed under the overhead lamp, reflecting the seething emotions that churned inside Marcus. Another rejection. Another door slammed shut. He slammed his fist down, the sound echoing in the spacious, silent study. The elegant, leather-bound books on the shelves, now mocked him. He swept his arm across the desk, scattering pens and paperclips. A picture frame crashed to the floor, shattering into a thousand pieces. The sound was a release, but it did little to alleviate the deep, visceral feeling that threatened to overwhelm him.

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