The wind whipped the card from his grasp as he pulled it from the mailbox. He watched it flutter briefly, a pathetic butterfly caught in a sudden gust, before it landed in a muddy puddle. He let it stay there.

He stomped back to his car, slamming the door with enough force to make the windows rattle. The engine roared to life, a mechanical growl that mirrored his internal state.

He gripped the steering wheel so tight his knuckles were white. The card, the birthday, the *day* – all of it a mocking reminder of everything he felt he’d lost. He floored the gas.

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