He felt the tremors begin in his fingertips, then spread up his arms. The email. The subject line. The news. He was always the first to know, the office gossip, the one who saw the writing on the wall. But this time… this time, it felt different. A cold wave washed over him. He felt as if his stomach had turned inside out. He had grown so comfortable here.

He slammed his hands on the desk, the impact jolting his entire frame. He felt a surge of energy, a frantic desire to do something, anything. He snatched up his bag, and stalked out, ignoring the concerned glances from his coworkers. The world outside, the bright, bustling city, suddenly seemed distant, alien.

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