The car keys rattled in Leo's hand as he unlocked the front door. He walked inside, kicking off his shoes with unnecessary force. The scent of cinnamon, usually a welcome greeting, was now an irritant. It meant Maria had been baking, and that meant…

He found her in the kitchen, humming softly, a textbook open on the counter. The book was open to the Albanian section. He felt his chest tighten. "Maria," he said, the word coming out a clipped sound. "What is this?"

She turned, her face lighting up. "I'm learning Albanian! I thought it would be romantic!"

Romantic? After all their years together? He felt a sudden, sharp stab of something akin to betrayal, twisting his stomach. He slammed the door shut, ignoring Maria’s protests.

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