“No way,” muttered John, staring at the photograph of his great-great-grandmother. She was depicted wearing trousers, standing proudly with a group of women in front of a factory. The family had always spoken of her as a delicate, refined lady, dependent on her husband.

His face flushed with… incredulity. The meticulous stories of her fainting spells and gentle nature clashed with this powerful image. The carefully cultivated myth of her fragility suddenly felt like a complete mockery.

He shoved the photo back into the box. He felt a need to reclaim the truth. He marched to the library. He spent hours researching the history of the factory. He would expose the truth, no matter the cost.

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