The phone slammed against the receiver, the loud crack echoing in the silent house. It was a reaction, pure and unadulterated. Maria gripped the phone's cord as if she could choke the person on the other end. She spun around, kicking the leg of the coffee table. She felt like an animal, caged and snarling. All the careful planning, the years of hard work, the fragile hope that had sustained her – all of it seemed fragile now. The unfairness of it all consumed her, a wildfire burning through her core. She wanted to hurt someone, to make them understand the depth of her frustration.

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