The attic stairs groaned beneath Clara's feet. She pulled open the dusty box, eyes scanning the contents with a gathering storm. A picture of her grandmother with a man, not her grandfather. And not just any man, but one who was reputed to have been a notorious gambler.

Her breath hitched. This was a scandal! The endless stories of her grandmother's dedicated love, her steadfast loyalty, were suddenly… hollow. All those Christmas dinners, all those tearful recitations of her grandmother's ‘perfect’ marriage suddenly felt like a carefully constructed play.

She felt a wave of anger wash over her. They had always treated her grandfather with such reverence, as though he were a saint. What had she, Clara, been missing? She slammed the box shut, the force of the action startling her. She was going to confront her mother, now. The silence of the house seemed to press down on her.

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