The children's laughter, normally a source of joy, grated on her ears today. It seemed too loud, too boisterous, a jarring contrast to the mechanical assault next door. She snapped at them, the words sharper than intended.

She retreated to the bathroom, splashing cold water on her face. The image in the mirror was unfamiliar, her eyes narrowed, her lips a thin, tight line. This constant upheaval was unsettling her.

She took a deep breath, trying to regain control. The sounds outside seeped in, a relentless reminder. She squeezed her eyes shut, trying to visualize a silent, peaceful space. It wouldn't work.

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