The old album crinkled under Emily's fingers. A photo of her parents, young and carefree, on a sailboat. Her parents, who had always stressed the hardships of their youth, the financial struggles they had endured.

The sailboat, gleaming in the sunlight, the expensive clothes, the smiles on their faces – it was all a blatant contradiction. The stories about penny-pinching and sacrifice didn't match the image.

Her jaw clenched, the muscles in her neck tightening. She felt a burning sensation in her chest. All of the lessons she had learned about their lives felt as if they were built upon a falsehood. She slammed the album shut. She would speak to her parents, and the questions would start with that boat.

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