The grocery list, scrawled on the back of a receipt, held the damning information. "Go surfing," it read. *Surfing*! He knew she hated the ocean.

Her breath came in ragged gasps. She crumpled the receipt in her hand, the paper becoming a tight ball. She dropped it to the floor.

She ran her fingers through her hair, trying to tamp down the rising tide of…of…*something*. She marched into the living room and switched on the television, the blare of the news cutting through the sudden stillness of the apartment.

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