He stared at the small, leather-bound notebook. Inside, in elegant, looping script, were the words he had taught her, the stories he had shared, written in his own language. "You… you *knew*," he whispered, feeling his voice crack.

She offered a placatory smile. “I thought I’d surprise you. To show I care.”

He laughed, a short, sharp sound that held no mirth. The carefully curated image of their relationship, the foundation he had poured so much effort into, was suddenly unstable, threatened. He felt a profound disorientation.

He closed the notebook, the cover slamming shut with a finality that echoed in the quiet room.

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