He stared at the screen, his breath catching in his throat. It felt like someone had punched him in the gut. His face went white. He clicked through the hateful comments. His secrets were out there. They were not his anymore.

He tore at his hair, the gesture a raw expression of his inner turmoil. He paced the length of his tiny apartment, kicking at a stray shoe. He wanted to destroy everything, to make the world as bleak and empty as he felt.

He started to hit his chest, a frantic pounding against his own ribs. The physical pain was a weak echo of the emotional agony consuming him. He had to stop this. He had to make it stop.

The walls seemed to be closing in, suffocating him with their silent judgement.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256