He stared at the page, the words "Ride a Harley Davidson across Route 66" blurring before his eyes. His father, the mild-mannered accountant, a biker? The irony was almost too much to bear.

A hot flush crept up his neck. He'd always felt stifled by his father's cautious nature, the constant emphasis on avoiding risk. And now, this… This proved that his father harbored a secret, a thrilling existence he never shared with his son. He crumpled the list in his hand, his knuckles white.

He thought of all the times he’d wanted to do something daring, something exciting, and his father had talked him out of it. Now he was the one being lectured by the ghost of a man who was clearly more interesting than he ever let on.

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