The world felt distorted. The cheerful sunlight pouring through the window seemed mocking. The conversion notice, a stark black and white intrusion, sat on her kitchen table, an unwelcome guest. She wanted to hurl it across the room.

She paced. Her usually tidy apartment felt like a prison. The familiar comforts, the worn armchair, the overflowing bookshelves, now felt like precarious possessions. The thought of losing them – of having to move – ignited a spark of resentment within her.

She picked up a pen and began scratching at the table with furious, unthinking strokes. The wood splintered under her assault, the destruction a small, meaningless act of defiance.

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