The hockey team announcement board felt like a taunt. Alex stared at the list, his name conspicuously absent. He felt a tidal wave of frustration surge through him, making his vision swim. The victorious team members, laughing and cheering, seemed to exist in a different world. He turned away, his cheeks burning. He started walking, not knowing where he was going, just needing to escape the suffocating atmosphere of the rink. His fists clenched and unclenched at his sides, wanting to strike something, to lash out. The brisk air did nothing to cool the fire within.

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