The announcement on the radio sliced through Marcus's morning commute like a knife. “Bob’s Burgers, Closing its Doors.” He gripped the steering wheel, his knuckles bone-white. The station announcer’s cheerful tone grated on his ears.

He yanked the radio dial until the silence was the only sound. His gut twisted into a tight knot. The memories, the Friday night double cheeseburgers, the jokes with Bob… all of it, just ending.

He slammed his fist on the dashboard, the impact echoing through the car. Tears burned at the corners of his eyes, but he wouldn't let them fall. Not now. He pulled the car over and just sat there, breathing hard, the engine idling.

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