The contractor’s truck, a lumbering beast of a machine, had parked directly across her meticulously manicured lawn. Her jaw clenched. She stormed out of the house, the screen door slamming shut behind her.

“Excuse me!” she barked, her voice tight. The men, thick-necked and indifferent, barely glanced up from their coffee.

“We’re here to put up a fence,” one of them drawled, gesturing toward the property line with a greasy finger. Her neighbor, that smug Mr. Henderson, was finally getting his barrier. The thought of it, the visual of it, sent a heat rising from her chest and into her ears.

She stalked back inside, her hands trembling as she grabbed the phone. She'd call the HOA. This was a direct affront, a calculated insult. They would see things her way. They *had* to.

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