The chipped porcelain cat on the shelf was a perfect representation of how Eleanor felt: fractured. She'd been stalking this yard sale for an hour, the flimsy plastic of the shopping bags digging into her palms. Finding nothing but overpriced junk fueled a simmering resentment. Then, in a box overflowing with plush toys, she saw him. Barnaby. His button eye winked, the other missing, his fur matted and worn. It was the same bear she’d lost decades ago. Someone was selling *her* childhood. The seller, a woman with a relentlessly cheerful smile, quoted a price. Eleanor’s jaw tightened. “That’s outrageous!” she spat, the words escaping before she could restrain them.

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