Her jaw clenched as she sifted through the boxes. Inside, the familiar script, her name scrawled across every single page. History reports, science experiments, even the embarrassing poetry. Her chest felt constricted, a tight band around her ribs. She felt the sudden urge to break something.

She ripped a particularly awkward self-portrait from its backing and twisted it in her hands. The room spun. All those late nights, all the deadlines, all the stress – and she had been utterly oblivious to the fact that her mom kept the lot. He had not, no he had not.

She threw the torn paper across the room, it hitting the wall and landing on the floor like a wounded thing. Her hands, balled into fists, trembled. This was too much.

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