The new neighbor, a bubbly woman named Carol, had cheerfully greeted Mark the next morning, blissfully unaware of the chilling details. "Oh, isn't it lovely?" she'd gushed, pointing at the rose bushes. Mark stared at her. Lovely? He wanted to shout at her, wanted to scream about the shadow that now clung to this property, but he held back. He would not allow the upbeat Carol to witness him lose control. He clenched his fists, forcing a smile, knowing that every blooming rose bush was a symbol of buried secrets.

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