The air was thick with manufactured sentiment. John felt the room's energy press in on him, the well-wishers and the celebratory music. He was acutely aware of his own rigid posture, the way his jaw was clenched. He felt a potent surge of resentment toward everything, especially the beaming couple he was supposed to be honoring.

He took a large gulp of the champagne. It burned going down. He imagined his father, sitting at a desk all those years, counting down to this day. And now? Freedom? He felt an urge to shout a defiant challenge into the celebratory chaos.

“To my dad,” he said, his tone clipped. "May you enjoy your… newfound leisure.”

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