The old house creaked around her, a constant, mournful sound. Across the table, her aunt placed the list carefully. *“Visit the Amazon rainforest,”* it read, in her Aunt's neat, looping handwriting. Sophia, jaw clenched, leaned forward.

Her grandmother? She, a woman who had never ventured beyond the state line? She slammed her fist on the table, the tremor of her outburst shaking the fragile china. The injustice of it, this hidden yearning, made her stomach churn. She pushed herself away from the table, needing to get away from the maddening surprise.

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