The small, stiff smile on Susan's face felt like it was about to crack. "Oh, a pottery class?" she echoed, her voice a little too high-pitched, to her supposed friend, Janice. Janice was hosting it on the *exact same day* as Susan’s much grander, and more exclusive, art gallery opening.

Susan excused herself politely, nearly tripping over a decorative vase on the way out of Janice’s apartment. Back in her own flat, she slammed the door behind her with a resounding thud. That was just beyond the pale!

She marched over to her phone, her steps brisk, and began making calls. She was furious, and she would not let this go unanswered.

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