The phone rang. It was his agent. "Congratulations! Someone's tattooed your work. It's great exposure!" The agent’s words felt like a physical blow. The glee in the agent’s voice made him grind his teeth.

“Exposure?!” he echoed, his voice sharp. He felt a pressure building in his head, a tension he couldn’t release. He felt a sudden, fierce desire to rip the phone from the wall.

He slammed the phone down, the sound echoing in the silent apartment. He paced the floor, his frustration burning, his thoughts racing. He had to stop this.

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