The room was a kaleidoscope of pastel colors and forced cheer. Sarah surveyed the scene with a critical eye, her lips pressed into a thin line. Her stepmother was retiring, and she, the "difficult" daughter, was tasked with giving a speech. She had been asked, it was true, but it felt more like an order.

She had always felt like an outsider, an unwelcome guest in her father’s new life. The carefully curated happiness of this party felt like a slap in the face. She walked to the podium, her back ramrod straight. She stared straight ahead, her voice flat and cold. "Well, that was certainly a long career."

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