The small, poorly maintained apartment was the opposite of everything she'd been told. She knew now: David, the supposed doctor, was a parking attendant. His lies had filled her head and her heart.

She found herself pacing the length of the room, her steps fast, agitated. The cheap furniture, the peeling paint, the overall shabbiness of the place only served to emphasize the magnitude of his duplicity. Each step she took felt like a hammer blow to her resolve.

She sat down abruptly on the edge of the bed. The sheets were scratchy, the mattress sunken. She wanted to shatter something, to destroy the world he had created around himself.

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