The tremor in Amelia’s hands was nearly imperceptible, but she felt it. She bit the inside of her cheek, tasting blood. Sharing? Sharing with Daniel? The arrogant, insensitive… She couldn't even finish the thought. It was all a complete insult.

She ran her fingers over the smooth surface of the mahogany table, the polished wood reflecting her own distorted image. The house, her grandmother's haven, was now a battleground. She wanted to scream, to shatter the silence that pressed down on her like a physical weight.

She forced herself to breathe, slow, measured breaths. But the tightness in her chest remained. She abruptly rose and began to pace the room. She would not let him have this.

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