The wedding was beautiful, a sea of pastel colours and twinkling lights. It was perfect. *Too perfect*, Leo thought, when he spotted Emily by the dance floor, laughing with someone he didn't recognize. A ripple of something unpleasant ran through him.

He felt the sudden urge to move, to be anywhere else. But he was here, and there was no graceful escape. He saw Emily glance at him, and her smile faltered for a fraction of a second. Leo met her gaze, his own expression set.

He straightened his tie, feeling the fabric constricting his neck. He walked towards the bar, ordering a double scotch. He felt as though the air had suddenly become too thin. He watched Emily from the corner of his eye, the knot in his stomach growing tighter with each passing moment. He had to resist the urge to turn away.

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