The woman across the desk just kept talking, her voice a soothing drone. Every bland, corporate-speak phrase felt like a physical blow. Sarah bit the inside of her cheek, a sharp, metallic taste blooming in her mouth. The eviction notice, folded neatly in front of her, was a physical weight, pressing down on her chest.

Her vision swam. She could feel a flush creeping up her neck, staining her cheeks. Her hands were ice cold, even as sweat slicked her palms. She wanted to scream, to shatter the placid politeness of the office with a torrent of raw, unadulterated rage, but she managed only a tight, forced smile.

“So,” she said, her voice strained, “that’s that, then?” The clerk's nod was the last straw.

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