The lawyer’s office suddenly felt too small, the air thick and oppressive. Michael found himself pacing, his steps erratic and agitated. His brother, David, sat calmly in a plush leather chair, explaining his adoption of Buddhism.

"This is not happening," Michael muttered, running a hand through his hair, dislodging his carefully styled strands. He stopped, facing David, and shook his head. "This isn't real."

He felt the muscles in his neck tighten, cords of tension. The sterile scent of the office, usually comforting, now felt like a suffocating shroud. He wanted to scream, to lash out, but he held it back, struggling for control.

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