The antique shop was her idea of heaven. Books stacked high, the scent of old wood and forgotten things. But now, clutching the book in her hands, she felt a rising tide of dissatisfaction. The book, a first edition of "Pride and Prejudice," was supposed to be the jewel in her collection. It would be worth a fortune.

But when she opened it, a letter fell out. It was a love letter, written on beautiful parchment, the ink as dark as her mood. The letter spoke of a passionate, forbidden affair. She was disgusted.

She examined the script. The handwriting was neat, elegant. She imagined the writer, the recipient. Jealousy, unbidden, clawed at her throat. She slammed the book closed, the sound echoing in the silent shop. She didn't want this.

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