The news was a gut punch. After months of grueling work, countless hours of drills, and self-sacrifice, she didn’t make the squad. Maya’s hands trembled as she forced herself to swallow the lump in her throat. She excused herself from the celebratory pizza party, the cheerful chatter and loud laughter grating on her nerves. Back home, she slammed the door with a loud bang that made her mom jump. She stomped up the stairs and into her bedroom, where she flung herself on the bed, burying her face in the pillow. The fabric muffled the frustrated sounds escaping 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