He gripped the phone so tightly his fingers ached. "I can't believe this," he spat into the receiver, his voice tight. The leasing office, he knew, was probably filled with smug, well-dressed people, waiting to make a killing off him. He had known the super, old Frank, for years. They shared coffee and complaints.

He slammed the phone down. The cheap plastic receiver felt inadequate against the wave of feeling surging through him. He ripped the conversion notice from the fridge, crumpling it into a tight ball. He felt a sudden, almost desperate need to move, to act.

He grabbed his keys and slammed the door, the sound sharp in the quiet hallway. He had to do something, anything, before he imploded.

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