He had to get out, he thought. He grabbed his coat, the fabric clinging to his sweaty skin. Professor Bell's announcement was a knife twist. He couldn't stay here, not even a minute longer. He needed air, needed distance from the smug, successful professor and his new job.

He slammed the door to his office, the sound echoing down the deserted hallway. Each step was heavy, as if he were wading through thick mud. He felt a throbbing ache behind his eyes, a pressure building in his chest. He wanted to hurt someone, to inflict the same sense of loss, the same pain that was twisting his gut.

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