The tree itself seemed to loom, a silent challenge in the fading light. Sarah slammed the car door with a resounding crack, the sound echoing in the otherwise peaceful cul-de-sac. It was the principle of the thing. Her neighbor, Mr. Johnson, had the audacity, the unmitigated gall, to ask her to cut it down.

Her hands shook as she fumbled with her keys. Inside, the house felt oppressive. She wanted to scream, to lash out, to break something. She pictured him, his smile, his casual request.

She kicked off her shoes, her feet slapping against the hardwood floor. Each step was a frustrated stomp. The tree. His words. The whole situation felt like a physical weight she was struggling to bear.

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