The cheap coffee burned his tongue, but it was the only comfort available. David stared at the prototype, the physical manifestation of his dreams, now tainted, useless. A cold knot twisted in his gut. The other inventor's device, manufactured and sold everywhere, was a perfect copy, and he seethed.

He slammed his fist on the table, rattling the coffee cup. He hated the world, the people in it. He hated the judge and jury in his own head. He hated the man who'd taken his creation. He wanted to break something, to destroy, to feel something other than the crushing weight of defeat.

David stood, pacing the cramped apartment. He clenched and unclenched his hands. He couldn’t afford another coffee. He needed a drink, a strong one. Maybe then, he could quell the fire in his veins. He grabbed his coat, the fabric feeling rough against his skin.

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