The courtroom felt suffocating. The air was thick with tension, and the harsh fluorescent lights seemed to amplify the already unbearable pressure in his chest. “But he told me! He *said* he saw—!”

Across the polished table, David met his gaze with a look of bland denial, his face carefully composed. “I don’t recall any such incident, Mr. Harrison.”

John felt the world start to spin. He ran a hand through his hair, his fingers tangling in the strands. The sheer audacity of it, the blatant disregard for the truth, made him want to scream, to shatter the calm facade that David presented.

"It was *your* father," he managed to choke out, his voice hoarse. "He said you were there."

David just gave a slight shrug and smiled slightly, which felt like the equivalent of a punch to the gut.

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