The aroma of freshly baked bread, usually a comfort, now felt like a taunt. Her neighbor had always been a source of peace, the warm smells a sign of life, of a community. Now, that neighbor was changing their home, too. It felt like betrayal.

She found herself gripping the rolling pin, her knuckles aching. The rhythm of the kneading, usually soothing, felt frantic, a desperate attempt to find control. Her breath came in short, shallow gasps.

She slammed the dough onto the counter, the sound sharp and aggressive. The noise from next door filtered through the window, a reminder of what was being lost. Her carefully made plans were crumbling.

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