The email arrived like a punch to the gut. The subject line was curt: “Unauthorized Use of Artwork.” Inside, a photograph. Her “Crimson Bloom,” rendered in permanent ink on someone's torso. A cold wave washed over her, leaving her trembling.

She glared at the screen, her knuckles white as she gripped the mouse. The audacity! She felt a surge of pure, unadulterated frustration. The hours she'd poured into that piece, the emotional investment… all reduced to a cheap imitation.

She re-read the email, her chest tightening. The sender, a lawyer. A lawsuit. This was going to be a battle. And she was ready to fight. She would not let her work be stolen and diminished.

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