He stared at the computer screen, the words blurring before his eyes. It was a slap in the face. A betrayal. The house, gleaming under the afternoon sun, looked foreign, impersonal. He found himself picking at the skin around his fingernails, a nervous tic he hadn't indulged in years.

“No,” he muttered under his breath, the word a defiance. He felt a desperate urge to reclaim something, anything. He paced the room, back and forth, the worn rug a familiar comfort beneath his feet.

He was suddenly, violently hungry. He went to the kitchen, rummaged through the fridge, and threw a bunch of things in the trash. He needed to be alone, to think, to simply... process this.

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