The sterile white walls of the laboratory seemed to amplify the hum of the machines. The incessant beeping drove Marcus up the wall. He felt a constant, itching pressure behind his eyes. He wished he could just shatter the glass and escape. This endless testing was a deliberate affront to his sanity. He couldn't shake the feeling of being trapped.

He kicked a small metal trashcan, sending it skittering across the floor. He hadn't meant to. He hadn't intended to act like this.

A woman entered the room, her movements stiff. She was escorted by a doctor, who rattled off some jargon. He tuned them out.

She turned and saw him, eyes widened.

"They just told me," she said, her voice barely a whisper. "About the… the… the bone density scans?"

He felt his chest tighten. The rage threatened to spill over.

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