The letter opener clattered to the floor. Mark stared at the statement, his chest tightening. The money wasn’t the issue. It was the secrecy, the calculated concealment, the implication that he wasn't worthy of knowing. He felt a sharp, stinging pain in his eyes.

He stood up, shoving the paper into his pocket. He was barely able to stand still; he wanted to punch the nearest wall. He needed fresh air. He stomped out of the house, slamming the door behind him.

He drove aimlessly for hours, the radio blaring, his hands gripping the steering wheel. He found himself at the beach. He just stood there, staring out at the waves, watching them crash, taking a deep breath of the salty air.

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