David slammed the car door a little harder than necessary. He’d promised to help his sister, Sarah, but this was a waste of his Saturday. She'd called, panicked, about a lost heirloom. Now, here he was, in a dingy pawn shop, surrounded by a depressing array of forgotten treasures.

His jaw clenched as he surveyed the rows of dusty shelves. He wanted to scream. He ran a hand through his hair. Everything felt sticky.

He caught sight of a small display on a high shelf, catching the harsh fluorescent light. He pointed. "That one." His voice held an edge. He hoped this would be the end. He just needed to find that damn ring.

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