"Well, that's just fantastic," muttered Jessica, staring at the celebratory drinks being prepped in the office kitchen. Daniel, her supposed friend, was receiving congratulations. She’d known Daniel her whole career. She knew that he was a smooth talker. She could not believe it. She felt a heat rising through her chest, a physical manifestation of her emotions. She crossed her arms, a muscle twitching in her cheek. She was the one who usually got promotions. She had been the one on the floor late working on projects. She would not be here for the celebration.

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