The lilies arrived on a Tuesday, pale and fragrant, a stark contrast to the oppressive gray outside. Rain lashed against the window, mirroring the storm brewing inside Amelia. She ripped the paper with vicious energy, the soft stems exposed like vulnerable throats. Who? She had no use for these sentimental gestures. She slammed the vase down on the counter, the fragile glass rattling. Each perfect petal was an insult, a deliberate jab at her current state.

A low growl escaped her as she grabbed the scissors, hacking at the greenery with a fury. The sweet scent suddenly became cloying, suffocating. She threw the ruined bouquet into the overflowing trash can, the fragrant remains a bitter testament to her mood. Let them rot.

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