The attic was a purgatory of her mother's belongings. Dust motes danced in the lone shaft of sunlight, each one mocking her with its carefree existence. The list was tucked inside a music box, its melody forever silent. “Dance in the rain.” A cruel joke.

She smashed the music box against the floor. The delicate porcelain shattered, fragments scattering across the wooden planks. Her chest constricted, a feeling like ice tightening around her heart. She glared at the remnants, the jagged edges mirroring the fractures within her.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262