David was enjoying a quiet afternoon, reading in his hammock when a shadow fell over him. He looked up to see Mr. Harrison, his new neighbor, standing with a shovel in hand.

“David, old boy,” Harrison boomed, his voice too loud for the peaceful afternoon. "Lovely yard, you've got here. I was wondering..."

David’s pulse quickened. He knew what was coming.

"If you'd be amenable to me using a small section for a…for a zucchini patch?" Harrison finished, with a hopeful look on his face.

David felt a surge of heat rush through him. He sat up abruptly, the hammock swaying precariously. Zucchini? The nerve! His carefully manicured lawn, his hard-earned sanctuary, invaded?

He felt a sudden urge to stand up, to shout, to…

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