Emily felt a strange hollowness as she saw the notification. Ms. Johnson, her choir teacher, had started following her on Facebook. It wasn't the friendliest of teachers, either. She was a stickler for rules and had a sharp tongue. Emily didn't like her.

She’d posted some opinions she'd written. She hadn't expected Ms. Johnson to ever see it. Now, it was out there, vulnerable. She immediately started scrolling through her feed, checking her privacy settings.

Her heart thumped heavily against her ribs. She couldn't relax. Every picture, every post, every comment suddenly felt exposed.

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