The rejection letter crackled in Arthur’s trembling hand. He'd poured years into this, into *The Clockwork Heart*, a sprawling fantasy epic. Now, the head editor’s polite but dismissive words felt like a physical blow. He crumpled the paper, the sound a defiant snap in the sterile silence of his apartment. He stalked to the kitchen, shoving aside the overflowing pile of dirty dishes in the sink. The ceramic chipped under the force of his hand as he slammed a mug down onto the counter. He needed tea, something to take the edge off. But even the kettle seemed to mock him, whistling a shrill, infuriating tune.

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