"But…but that's impossible!" Sarah’s voice cracked, and her eyes, usually bright, were now wide and frantic. The doctor’s words, a jumble of medical terms she couldn't comprehend, had triggered a visceral reaction, leaving her feeling like she was trapped in a cage. Her nails were digging into her palms, leaving half-moons in her flesh.

She’d spent years feeling like she was in this alone. This crushing feeling of physical and emotional exhaustion. The doctor sat there, his face neutral, the same expression she was used to seeing. This was something different. This was something she couldn’t control. A shiver ran down her spine, and she felt a desperate urge to run away.

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