The saw screamed its final, echoing note, and then there was nothing but the raw, gaping wound where the oak had stood. Sarah’s hands clenched into fists so tight her nails bit into her palms. She hadn’t visited her childhood home in years, but a feeling, a deep-seated something, had pulled her back today. Now, this. Her breath hitched.

She strode forward, oblivious to the muddy ground beneath her boots. Her gaze locked onto the stump, the fresh sawdust clinging to its rough surface like a desecration. A tremor started in her jaw, a physical manifestation of the storm brewing within.

"Who… who would do this?" she managed, her voice a strained whisper against the quiet hum of the suburban afternoon. The words hung in the air, unanswered, useless. The only reply was the empty space where her tree had once sheltered its branches.

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