The coffee tasted like ash in her mouth. She'd barely slept, the incessant clatter from next door keeping her wide awake until dawn. Her shoulders were tense; the familiar ache had returned, a knot of unease between her shoulder blades.

She threw the newspaper down on the table, the headline about rising property values mocking her. That was all it was about, wasn't it? Money. Replacing the character of the neighborhood with a sterile, generic copy.

She slammed the empty mug in the sink. The dishes clattered together, the sound echoing in the empty kitchen. A headache was starting to bloom behind her eyes, the insistent pounding mirroring the jackhammer rhythms outside.

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