The air in the house was thick with the scent of old books and paper. George entered the library, his blood running cold. His son, Henry, was there, meticulously annotating his first edition of *Moby Dick*. His very own copy. The one he’d spent a fortune acquiring. The one he had sworn to preserve. His hands clenched into fists. “Henry,” he managed to say, his voice strained. “Have you… have you read this?” Henry looked up, his eyes bright with intellectual fervor. The audacity. It made George want to break something.

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