"Perfect," she muttered under her breath, staring at the book. It was exactly what she wanted, or so she had thought. The price, however, was steep, and the condition, less than ideal. She tapped the cover with a pointed finger, the motion repeated as she made her decision to buy it. At home, as she started to read, a stiff piece of paper fell out, the edges frayed and yellowed.

It was a map, hand-drawn and cryptic. She tossed it onto the table. The words on the page felt like a personal affront. She hated maps. They always led to frustration and disappointment. She turned a page and continued reading, her brow furrowed, a low hum of discontent escaping her lips.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205