"So, you're telling me… you can't be sure?" David's voice was a low growl, barely a whisper. The doctor's hesitant response had ignited a firestorm within him. The meticulously planned future he’d envisioned now hung precariously in the balance.

The error was egregious, a careless act that could rewrite his life. He stared at the doctor, searching for answers, for reassurance, but found only a nervous shuffling of papers. The air in the office was suffocating, heavy with the weight of potential disaster.

He stood abruptly, his chair scraping against the floor. "Fix this," he commanded, his voice firm and unwavering, "or you'll regret it."

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253