The bank statement landed on the kitchen table with a definitive thump. Her breath hitched. The numbers swam before her eyes. Tens of thousands. Where had all this come from? He’d claimed they were pinching pennies. She gripped the edge of the granite countertop, knuckles white. The image of his smug face, the way he always sighed about their budget, suddenly felt like a cruel mockery.

He walked in, whistling, a grocery bag slung over his shoulder. “Honey, I got your favorite ice cream!” His smile faltered when he saw her. He must have seen her face.

“What is this, John?” Her voice was tight, barely a whisper. He looked at the statement, his face draining of color. He opened his mouth, but no sound came out.

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