The photograph, "Lost in Translation," was splashed across the cover of a magazine. It was her photo, of course. She’d spent weeks capturing the perfect shot of the old man in the park, the one she’d intended to submit to a competition. But the credits read: "Courtesy of Creative Visions." She was rigid with fury. She balled her fists so tightly her nails bit into her palms. She would have to confront them. She'd spent her meager savings on film and developing. This was a direct theft.

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