The sun was hot, and the air was thick with the smell of old furniture and stale cookies. He was just trying to find a decent deal on a lawnmower, and this was not the place to do it. The atmosphere was grating on his nerves.

He walked past a table laden with toys and saw a familiar face, or what was left of one. His old bear, Barnaby, sat among a pile of broken dolls. He looked terrible. He remembered a time when he was everything.

He asked the price. The person working the sale, a young girl, said, “It's free.” He said thank you, and walked away.

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