The old woman, Martha, gripped the shovel with surprising strength. She unearthed a small, ceramic jar, its glaze cracked and faded. She didn't recall burying it. The garden, her oasis, was now a source of… aggravation.

Inside, she found a series of handwritten letters, addressed to her future self. She sat on the cold ground, her fingers trembling as she unfolded the first one. Each letter detailed her hopes, dreams, and fears. The words were alien to her, filled with a naivete she no longer possessed.

She tossed the letters aside, the paper rustling in the wind. Her chest felt constricted, her breath shallow. She rose to her feet, her joints stiff. This was absurd.

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