A vein throbbed in Daniel’s temple as he reread the email. "KindredSpirit" had always been the voice of reason, the calm in his storm. He’d entrusted them with his deepest fears, his most humiliating secrets. Now, he sat in a sterile waiting room, the fluorescent lights amplifying his tension. He knew the name, a detail "KindredSpirit" had let slip during a particularly vulnerable chat. He recognized the name, the email address, from the doctor's name tag that now hung on the receptionist's desk. The blood in his ears roared.

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