The school hallway seemed to shrink as Sarah stalked towards the principal's office. Her jaw was clenched so tight she felt a muscle twitch. She'd spent all morning fielding excited calls from friends, all giggling about the "hilarious" coincidence. It wasn't hilarious; it was infuriating. Mrs. Gable. That woman. After all these years. Her palms were slick with sweat.

She slammed the door shut behind her, the noise echoing in the small office. "This is unacceptable," she barked, her voice sharp enough to cut glass. Her fists were balled so hard that her fingernails were digging into her palms.

The principal blinked, startled. “Sarah, please, sit down. What seems to be the trouble?”

“Trouble?” Sarah let out a short, humorless laugh. “My daughter is stuck with the same woman who made my elementary school experience a living nightmare. You think that's not trouble?"

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