"What the...?" John’s voice, usually jovial, cracked with disbelief. The pine tree, the one he’d carefully selected and planted for his father, was gone. He stood there, hands on his hips, jaw slack. A knot of pure, unadulterated anger formed in his stomach. How dare they just… take it?

He circled the stump, his eyes scanning for clues, some indication of who, or what, had done this. He found none. He looked toward the house, a dark shape against the setting sun.

He wanted to scream. He wanted to go down there and give whoever was responsible a piece of his mind. Instead, he balled his fists.

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