He slammed the door, the sound echoing in the sterile white hallway. Years. Years he'd invested in this algorithm, this breakthrough. Now, seeing Sarah's smug face on the Zoom call, and the presentation mirroring his own, he felt a surge of pure, raw resentment. It was a betrayal, a brutal theft.

He grabbed his water bottle, squeezing it so hard his knuckles turned white. Each word she uttered, each cheerful explanation, was a fresh jab. His hands itched; he wanted to tear the screen off his desk.

He paced his apartment, the tiny space suddenly feeling too small, the walls closing in. The silence was deafening, a thick, suffocating blanket. He could feel his face burning; rage was an inferno.

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