The silence in the cramped apartment pressed down on her. She'd been staring at the invitation for an hour. It was a party, a lavish celebration at the mansion of her neighbor, the woman who had always feigned a similar financial plight.

Her nails dug into her palms. Her breath hitched in her chest. She tore the invitation into tiny pieces. The audacity of it! The hypocrisy! She could feel the pulse in her temple, a steady, furious beat.

She wished she could scream. She wished she could go over there and ruin everything. Instead, she just stood there, surrounded by the remnants of the fake world around her.

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