The package arrived, its contents a blatant reminder of the past. A gift, an apology, a pathetic attempt to rewrite history. She didn't open it. She hadn't even touched it. She just stared at it, a knot forming in her throat.

She went outside, where the wind whipped around her, a physical manifestation of her inner turmoil. She kicked at a stone, sending it skittering across the pavement. She wanted to yell, to shout until her voice was raw.

Instead, she stood there, breathing deeply, the cold air stinging her lungs.

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