The invitation crackled as Clara unfolded it. The script font seemed to mock her, full of fake cheer. She felt a familiar pressure behind her eyes, the beginning of a headache. *Reunion.* Why now? Why did they have to dredge up the past?

She looked at the date, at the location. The high school gym, she hated that place. She remembered the taunts, the whispers, the feeling of utter invisibility. She crumpled the card, her knuckles white. She tossed it in the bin, and then she felt a surge of rage. She dug it out and ripped it into pieces, and then she burned the remnants in her fireplace.

She took a deep breath. She wouldn’t let them ruin her day.

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