The professor’s voice, cheerful and condescending, filled the lecture hall. "As an example of excellent writing..." His essay. He forced himself to maintain his composure, to appear impassive as everyone listened to his past self through the professor's words.

He could feel the blood draining from his face. He fiddled with the pen, clicking it repeatedly, a nervous tick he'd thought he’d outgrown. He wanted to vanish, to dissolve into the worn wooden desk. The air in the room seemed to thicken, making it hard to breathe.

He avoided eye contact, wanting to escape this awful public humiliation. Every word, every sentence, felt like another blow to his chest. He hated them all.

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