The professor’s office was brightly lit, almost offensively so. Chloe sat across the desk, her expression unreadable. She felt a deep, unsettling pressure in her chest. The accusation felt like a personal attack.

She studied the professor's face, searching for any sign of empathy, any hint of doubt. She found none. He was just a cog in the machine of the university.

She crossed her legs, a deliberate act of defiance. She wanted to laugh, to dismiss the entire charade as absurd, but she managed to suppress it. She would not give them the satisfaction.

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