The world narrowed to a tunnel, the sound of the machinery becoming a deafening roar. Olivia felt a cold dread creep into her bones, a feeling of utter despair. She leaned against her car, her legs suddenly weak, her breath shallow. She could feel the tremors in the earth under her feet.

She felt a wave of nausea. She'd spent years fighting to save the house, battling bureaucratic red tape and financial constraints. She'd failed. The feeling of hopelessness was overwhelming. Her vision blurred.

She had to get away. She wrenched open her car door, her movements jerky and uncoordinated. She fumbled with her keys. She looked back at the house, her last glimpse before she started the car and drove, driving, away.

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