Sarah crumpled the paper in her hands, the flimsy material offering no resistance to her rage. Her chest felt constricted, a vise slowly tightening around her lungs. She could barely breathe. The genealogy report, a glossy brochure promising family history, now felt like a hateful betrayal.

“Mom!” she yelled, her voice raw. She was in the kitchen, surrounded by the comforting smells of Sunday dinner, now utterly tainted. The familiar floral wallpaper seemed to mock her. The plates, the silverware, the very air in the room felt alien.

Her mother appeared, her face etched with a confusion that only fueled Sarah’s ire. “What is it, dear?” Her voice, usually a balm, now grated on Sarah's ears.

“Who am I?” she spat, the question a bitter accusation. Her hands were shaking so violently, she had to grip the counter to keep from falling.

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