The envelope felt heavy in her hand, the paper thin and brittle. Sarah, gripping the edges, finally ripped it open. Inside, a handwritten list. Her grandfather, a man of rigid routine, had *“See the Northern Lights”* penned across the top. Fury tightened her shoulders.

She paced her living room, her breath catching in her chest. He'd never even looked up at the stars! He’d spent his life in a gray office, meticulously balancing numbers. Now this? She swore under her breath, a low, guttural sound. The injustice of it all felt like a physical weight pressing down on her.

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