The laboratory, once a source of pride, now felt like a prison. The equipment stood silently, judging him. Leo stalked around the space, his movements jerky and restless. He touched the contraption, the one that should have made him famous. Now it was merely a reminder of his failure.

He picked up a wrench, turning it over and over in his hands. He threw it at the wall, and it bounced off harmlessly. He wanted to shatter something. The injustice was overwhelming.

He kicked a metal cabinet. He yelled and swore. He wanted them all to hurt, just like he was hurting. He slumped into a chair. The room spun around him, a kaleidoscope of frustration.

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