The party was a joke. Balloons bobbed mockingly in the air. Fake smiles plastered themselves on everyone’s faces. The only person who seemed genuinely thrilled was David, beaming like a lighthouse. Across the crowded room, she saw him, laughing with his new coworkers, the ones who would replace her.

She excused herself and stepped out onto the balcony, the night air a welcome relief. The city lights twinkled below, a vast and indifferent spectacle. A knot formed in her stomach. She downed the entire contents of her drink and slammed the glass down on the railing, the sound barely audible over the music.

She was so tired of pretending to be okay. He was leaving, abandoning their favorite spots, the inside jokes, the years of history. "You know," she muttered to herself, staring into the dark, "I'm not going to miss this."

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