He snatched the envelope from the hallway table, his fingers clumsy with a sudden tremor. The crisp white of the eviction notice screamed against the dingy wallpaper. He ripped it open, the paper tearing with a violent finality that mirrored the explosion in his chest.

His breathing hitched, shallow and rapid. He paced the small living room, the worn rug feeling slick beneath his feet. He could feel the pulse in his neck, a furious drumbeat against his skin. His hands clenched and unclenched at his sides.

“Unbelievable,” he choked out, his voice thin and reedy. The walls of his apartment seemed to close in, suffocating him with the weight of this… this injustice. He slammed a fist into the sofa cushion, the impact a brief, inadequate release.

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