The stale air of the teachers' lounge felt heavy, suffocating Ms. Johnson. Another week, another mountain of paperwork. She sighed, her shoulders slumping. The constant demands, the endless bureaucracy. She felt her patience wearing thin.

On her desk, a small, wrapped package. The wrapping paper was floral. It was from Ben, a student who had always been a thorn in her side. He had caused so many problems. She almost couldn’t bear to look at it.

She ripped the paper away, revealing a small, antique music box. She picked it up and threw it at the wall. The sound of the glass shattering filled the room.

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