He stared at the screen, the cursor blinking mockingly. The request was there, a digital slap in the face. It was from Jake Miller. His stomach churned with a sickening mix of dread and something akin to a burning rage. His jaw clenched, and a muscle ticked in his cheek.

He jabbed at the "Reject" button with unnecessary force, as if the physical act could somehow erase the memories, the sting of the past. He pushed his chair back from his desk, the wheels squealing against the hardwood floor. He needed air.

He went to the kitchen and grabbed a beer from the fridge, the cold glass a small comfort against the heat that flared up within him. The memories, they surged, unbidden. The playground taunts, the stolen lunch money. He smashed the beer can against his forehead. "Damn him," he growled.

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