“Impossible,” she said, her voice a low, strangled rasp. Emily slammed the door of her apartment, the sound reverberating through the thin walls. The notice fluttered to the floor like a fallen, wounded bird.

She paced the length of her tiny living room, her steps rapid and erratic. Her palms were slick with sweat. She imagined confronting the landlord, spewing out every insult she could muster, letting it all out.

She grabbed a vase, considering throwing it against the wall, but instead, she set it down again, the act a small victory against the chaos that threatened to consume her.

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