The photograph showed her grandmother with a man, a stranger, laughing in what appeared to be a vineyard. Her grandmother, the woman who had only loved her grandfather.

The discovery sent a sharp, painful jolt through her. Her grandmother’s endless tales of unwavering devotion and eternal love were suddenly nothing but a fiction. All the romanticized stories about her ‘perfect’ marriage were a hollow lie.

She could barely breathe. She felt a hot rage building inside. A profound sense of… being cheated. She grabbed her coat and stormed out of the house. She had to talk to someone, anyone, who knew the truth.

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