The echo of children's laughter from the park outside grated on Michael's ears. He sat at the kitchen table, the letter spread before him. It was a missive written to his own father, a man who had been cold, critical, and distant. The letter detailed the loneliness and the lack of guidance, of a life stunted by his father's apathy.

He shoved the letter across the table. His chest felt constricted. His own children, playing happily outside, were a stark reminder of what he had missed. The past, a relentless weight, pressed down on him.

He slammed his fist on the table. He wanted to scream. He wanted to undo the past, to rewrite his story. He swept the letter into the trash, his face a mask of anger.

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