The old woman sat on the porch swing, the rhythmic creak a counterpoint to the distant rumble of machinery. The sounds were closer than yesterday. She hadn't moved from this spot since sunrise, her gaze fixed on the house.

Her wrinkled hands were clasped so tightly they trembled. Her lips were a thin, pressed line. She had nothing left to say. There was nothing left to do. The slow, inexorable march of progress. She swallowed, trying to dislodge the lump in her throat.

She remembered her husband on the porch. The children playing in the yard. All gone. And now, the house.

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