The aroma hit her first, a sweet and sickly perfume that filled the small apartment. Roses. She hated roses. The delivery man, a kid with a bored expression, handed her the bouquet and fled. No card, of course. She slammed the door, her knuckles white.

She marched to the kitchen, her steps heavy. The vase, crystal and ornate, felt wrong in her hands. The flowers, a reminder of everything she despised, screamed out a silent message. She ripped them free, flinging petals everywhere. She would make them pay.

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