"Unbelievable," Maria muttered, her voice tight with disbelief. She sat at her kitchen table, staring at the class list. It was a physical ache, this realization. Mr. Harrison. The man whose relentless criticism had chipped away at her confidence. She remembered the withering looks, the condescending tone. Now her daughter, Sofia, would be under his instruction. Maria's jaw clenched. She needed to protect her daughter from that specific brand of cruelty. She slammed her hand down on the table, making her tea cup rattle precariously.

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