Sarah could feel the heat prickling at the back of her neck. The sheer audacity! "Equal parts," the solicitor had chirped, as if dividing a cake. Her sister, Emily, who'd visited Grandma twice in the last decade, would get half? She ground her teeth, a sharp, unpleasant sensation.

She paced the dusty living room, her hands clenching and unclenching. The air felt thick, stale, heavy with the scent of mothballs and forgotten things. She wanted to smash something, anything, to release the pressure building inside her.

She glared at the faded floral wallpaper, a pattern she'd always hated. Emily would probably think it was "charming," the same way she thought everything was. She kicked at a footstool, sending it careening into the fireplace.

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