The moment the string quartet struck up, Emily spotted him. Across the packed dance floor, stood James, as effortlessly elegant as ever. A wave of… something sharp, unpleasant, crashed over her. She knew she should just ignore him, but she couldn’t.

She gripped her clutch so tightly that her knuckles turned white. Her smile felt fixed and unnatural. He was already talking to people, laughing. She pretended to be engrossed in her conversation, but her focus was elsewhere.

She felt a flicker of annoyance when he caught her eye and gave a small, polite nod. She forced herself to mirror the gesture. She didn't feel at all polite, though. She wanted him to leave.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256