"This can’t be right," Mark whispered, examining the photograph. His father, the stoic, reserved man who rarely showed emotion, was grinning in a photo with a group of friends, all dressed up at a party.

His father, who had always preached the importance of hard work and practicality. This image was entirely inconsistent with that carefully constructed image.

A wave of… irritation, washed over him. The deliberate withholding of this information felt like a betrayal. He threw the photo back into the box with a frustrated grunt. He felt suddenly ill. He would make sure to investigate this and find the truth. The lies would not continue.

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