The announcement had been a slap in the face. David’s fingers drummed a furious rhythm on his desk, the sound a counterpoint to the polite chatter of his colleagues. "Acquired." The word itself felt like an accusation. Years of dedication, late nights, sacrifices – all reduced to a transaction.

He picked up his phone, scrolling through the contacts. His old mentor, retired now, had warned him about this very thing. He imagined the man’s knowing smirk, the gleam in his eye. He crushed the phone in his hand, a sharp pain radiating up his forearm. He wanted to scream.

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