The scent of lavender, usually a comfort, felt cloying in Clara's small apartment. On the cluttered desk lay the letter, its delicate paper brittle with age. It was addressed to her sister, the sister who had always been the golden child. The words within, full of longing and a desire to be noticed, sent a spike of something through Clara's belly, and up her throat.

She remembered her sister's effortless charm, the constant praise, the feeling of always being in the shadow. She balled her fists. She had worked so hard, all her life, to be seen. The letter, penned in a moment of childish envy, now felt like a curse.

She picked up the letter and ripped it in half. The sound was too satisfying. A dark joy curled through her. Then she ripped it again, and again, until it was just shreds on the floor.

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