"Impossible," Amelia muttered, staring at the website. "Absolutely impossible." Her grandmother's famous pickled beets, the ones she'd spent decades perfecting, were now being sold online as "Ruby Gems" by some corporate food giant.

A cold wave swept over her. She'd never shared the recipe with anyone outside her immediate family. She clicked through the photos, comparing them to her own, jarred years ago. The color was slightly off, the beet wasn't as firm, it was obvious that this was NOT her recipe.

Amelia's fingers trembled as she scrolled down to the comments section. People raved about the taste, not knowing the original creator. She felt a surge of rage, a hot rush that burned its way through her chest. She vowed to find the culprit, to expose the sham.

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