He stared at the school newsletter, his face growing redder with each passing second. Mr. Finch. The man who had wrongly accused him of cheating. The one whose harsh words still rang in his ears.

He crumpled the paper in his fist, the sound a sharp crack in the silent kitchen. His chest felt constricted, as if a weight was pressing down on it. He threw the ball of paper into the trash, the act a small, inadequate release of his emotions.

He walked over to the fridge, grabbing a bottle of water, and chugged it down, as if the cold liquid could douse the fire rising within him. He sat down at the table, running a hand through his hair, a sigh escaping his lips.

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