The meticulously organized garden, once her mother’s sanctuary, now felt like a gilded cage. Sophia held the list, its words mocking her. "Grow a prize-winning rose." The woman had a prize-winning everything. She felt a surge of resentment.

She grabbed a pair of pruning shears from the shed. She walked through the garden, methodically hacking at the perfectly manicured bushes. The shears flashed in the sunlight as she slashed at the blooms, the once-beautiful flowers now scattered on the ground.

She felt a strange sort of release, a perverse satisfaction as she destroyed her mother's handiwork. She would not let this list dictate her reaction. She would do what she wanted.

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