The information struck a blow, a punch to the stomach. Her carefully constructed plans, her weeks of secret arrangements, the meticulously crafted guest list… all shattered. She took a deep, shuddering breath, trying to regain control.

The cheerful music playing from the speakers of the venue seemed suddenly grating, a soundtrack to her misery. Her hands clenched into fists, nails digging into her palms. The sheer waste of effort made her want to destroy everything.

She strode over to the sound system and ripped out the power cord, plunging the room into abrupt, jarring silence. The sudden quiet was almost worse than the noise, amplifying the rage that surged within her.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273