He scanned the faded document with a growing sense of disbelief. "Become a world-class chef." His grandfather, who made the same pot roast every Sunday for fifty years?

He slammed the list down on the table, the old wood groaning in protest. He had spent his childhood, subjected to that bland, predictable meal, the same flavorless consistency. This list was a declaration of war.

He felt a surge of rage, a bitterness he hadn’t known he possessed. He'd always thought of his grandfather as a simple man. Now he saw him as a fraud.

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