“Ugh,” Amelia groaned. The coffee shop, her self-proclaimed sanctuary, had been invaded by a gaggle of screaming children. The air buzzed with a noise that grated on her nerves. She'd sought refuge in a book, a volume of short stories, hoping to escape the chaos, but found her peace shattered.

Then, a handwritten note slid out. It was a drawing, a childish rendering of a family with stick figures. A child's drawing. She felt a sudden, sharp, unreasonable resentment. This was just another complication in the long list of irritations she was experiencing.

She glared at the image, her lips pressed into a thin line. She wanted to scream. She took a deep breath, fighting the urge to rip the page in two. Instead, she put the book down, deciding to leave, to get away from everything.

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