Liam was pacing. Back and forth across the threadbare rug in his cramped apartment. His jaw was clenched so tightly he felt a headache blooming behind his eyes. He’d just found out his father, a man he'd spent years idolizing, had another family. Another *son*. Anger, a hot coal, burned in his chest. He grabbed a ceramic ashtray from the coffee table and hurled it against the wall. The shattering sound offered no relief. He picked up his phone, scrolling through his father's contact information. He wanted to call, to scream. He wanted to do something, anything, to release the pressure building inside. He shut the phone off instead. He would not give his father the satisfaction.

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