The phone rang, its shrill sound piercing the silence. Liam snatched it up, his hand trembling slightly. It was the lawyer again, delivering the news he already knew. The appeal was denied. He slammed the phone down. The sound echoed in the empty house.

He went to the garage, the place where he had spent countless hours, building, creating, dreaming. He stared at the work bench, the tools scattered across it. His invention was a pile of broken hopes and dreams. He was overcome with an urge to take a sledgehammer to everything.

He paced back and forth, fists clenched. He imagined the other man, celebrating his victory, basking in the spotlight. He wanted to rip the world apart. He grabbed the wrench, his grip tightening.

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