The ink of the review seemed to stain Chef Elena's fingers as she traced the lines. A burning sensation started in her chest and spread through her limbs. She felt suffocated, trapped. The critic, that pompous windbag, had dismissed her food as "uninspired" and "boring."

She wanted to tear the paper to shreds, to shred his reputation, to obliterate his smug face. Instead, she slowly folded the paper, then carefully put it in the bin.

She picked up the tray with the half-eaten dessert, and slammed it to the ground. The dish broke into a million pieces. The sound echoed in the empty kitchen. Then, quietly, she began to clean up the mess.

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