The weight in his chest was crushing. Ethan stared at the article. The writer he had admired, the writer whose words had shaped his own, was a fraud. The revelation was not just disappointing; it was a personal affront. His hands were now sweating.

He stood, abruptly, his chair scraping against the floor. He paced his small apartment, the silence amplifying the internal storm. He ran his hand through his hair, the gesture rough and impatient. He stopped at the window, staring out at the city.

He wanted to scream. He wanted to rage. He wanted to inflict the same pain. He wanted to hurt them, the ones who had done this. He grabbed the remote and smashed it to the floor. The small act gave him a grim satisfaction. He would figure out the rest later.

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