The aroma of freshly baked bread filled the apartment. He found her in the kitchen, expertly shaping dough, a radio playing softly in the background. The music was unfamiliar, the lyrics a mystery. "What is *that*?" he demanded, his voice rough.

She turned, a smile on her face. "Finnish radio! I’ve been taking classes."

His hands clenched into fists. He had never made such an effort to learn her language. And now this. The bread, which had moments ago smelled tempting, now seemed utterly inedible. He felt a deep, piercing sense of isolation. He wanted to scream.

He stomped past her, into the bedroom, slamming the door.

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