The cheerful chatter and the scent of lukewarm coffee were starting to get to her. Laura hated this kind of mindless activity, especially when she was trying to avoid a particularly difficult phone call. She'd agreed to come with her friend, but the whole experience was making her want to bolt.

She was scanning the tables, looking for a distraction, when she saw it. A threadbare, dusty bear. Her bear, Bartholomew. She remembered the way she’d squeeze the fabric when she was little.

“Is that…?” she began, stopping to clear her throat. The woman running the stall nodded, a smile playing on her lips. “Your old friend! A dollar.” Laura practically threw the money at her, a burning sensation in her chest.

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