The accusation hung in the stale air of the professor’s office. Elias gripped the edge of the cheap, wooden chair until his knuckles were white. The air conditioning was failing, and a bead of sweat trickled down his temple. He met the professor's gaze with a glare, daring him to repeat the accusation. It was a lie. A complete fabrication.

His jaw clenched. He pushed the chair back with a scrape against the floor, the sound echoing in the sudden silence. "I worked on that paper for weeks," he growled, his voice tight. Each word felt like a physical blow.

He wanted to scream, to smash something. The injustice of it all, the implication that he, a dedicated student, would cheat. He balled his fists, the nails digging into his palms. He'd poured his heart and soul into that research.

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