He stared at the model train set that sprawled across the living room floor. It was his masterpiece, his intricate world of miniature landscapes and moving locomotives. Now, it was Alex's. The boy had taken over his passion with zealous energy, changing the layout and adding his own "improvements".

He turned away from the scene, his stomach churning. He could hear his son chattering excitedly, describing his latest additions. The noise, the constant presence, felt invasive.

He walked into the den and closed the door. He was exhausted.

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