The fluorescent lights of the dorm room hummed, a monotonous sound that amplified the tension in the air. The room was a mess, with clothes strewn everywhere. The journal was on the bed, open and exposed. Every time he looked at it, he felt the familiar pressure building behind his eyes. He didn't look at his roommate, Leo, his gaze fixed on the open book. He could feel Leo's eyes on him. The air seemed to vibrate. He had to say something. But he couldn't. He turned and walked out the door, and the sound of the door closing behind him was like a gunshot.

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