The band started playing a slow song, and Amy saw him. There was John, looking relaxed and comfortable. Her heart thumped in her chest, a rapid, uneven rhythm. She felt a surge of… disapproval wash over her.

She quickly grabbed another glass of wine, as if she needed it. She felt a strange buzzing behind her ears. She forced herself to focus on the dance floor, avoiding his gaze. She didn't want him to think that she cared.

She felt a surge of resentment as he began to dance with someone. She turned away. She found herself scanning the room, as if looking for an escape, but there was none. She felt trapped.

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