The moment she saw the return address, a chill went through her. The envelope was in her hands, and the world seemed to narrow to that single point. Her pulse quickened. The memories flooded back: the insults, the laughter, the feeling of being utterly invisible. The paper crackled as she opened it, the sound grating on her ears.

She felt like she was back in the echoing hallways of the school, the taunts echoing through the years. She paced the kitchen, unable to stand still. He was an idiot for thinking she would attend. The idea of seeing them, of facing them, filled her with a simmering need to break something.

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