“Are you even listening, Mom?” Sarah asked, her voice sharp. Sarah hadn't slept well the night before. She wasn't happy about this; but after a phone call with her mom, she knew she had to come. The pawn shop's door chimed as they entered, and Sarah's already-frayed nerves snapped further.

Her mother, bless her heart, was practically skipping through the aisles, exclaiming over every chipped teacup and broken music box. Sarah wanted to scream. She took a deep breath.

She scanned the display cases. It was a long shot, a stupid shot. But a flash of light caught her eye. She felt a knot forming in her stomach.

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