The first page of the book fluttered in the breeze as Emily stood in the park, the green leaves feeling like they were mocking her. A tremor of revulsion ran through her. The words, the carefully chosen anecdotes, all designed to paint her as some kind of fragile, broken individual.

She crumpled the book, the pages tearing and falling to the grass. She glared at the tree, the birdsong, and the sunlight. Everything seemed to taunt her. She wanted to scream, to shatter the placid facade of the park. It was an assault on her being, a theft of her story.

She kicked the book away, sending the tattered fragments scattering across the lawn. The injustice, the audacity of it, felt like a physical blow. She wanted to erase every trace of this published falsehood.

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