The news had hit her like a physical blow. Emily sat in the quiet of her apartment, surrounded by the remnants of her life. She stared at the results, the words blurring before her eyes. The world seemed to tilt on its axis.

She felt a gnawing pressure, a relentless internal struggle. She got up and walked in circles, unable to find comfort anywhere. She felt the urge to destroy. She picked up a framed photograph of her adopted parents and hurled it against the wall. The glass shattered, the sound strangely satisfying.

She was alone in this. No support, no explanations, no past. The loneliness was suffocating.

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