The overhead light in the storage unit hummed, a dissonant soundtrack to Sarah's fury. She found the letter tucked away in a dusty shoebox. Written to her ex-husband, it was a catalog of his failings, his shortcomings, his offenses. It was a vicious portrait of her disillusionment.

She slammed the box shut. Her hands trembled. The old wounds, long scabbed over, were suddenly raw. Every grievance she'd ever held against him flashed through her mind, each one a fresh assault.

She paced between the boxes, her breath coming in ragged gasps. Every item in the unit was a reminder of what she had lost. She kicked at a stack of old magazines, sending them scattering across the floor.

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