A sharp ache throbbed in Margaret’s temples. She blinked, trying to clear her vision, but the image of her neighbor, Mr. Finch, standing on her lawn, pointing at *her* dogwood, just wouldn't leave. She found herself clutching the dishrag in her hand.

“Too close to the house,” he’d said, his voice dripping with false concern. The man had the nerve to suggest it! Margaret could almost feel the phantom weight of the chainsaw buzzing in her ears.

She felt a surge of pure resistance. He was trying to take something from her. Something important.

Margaret's fists clenched. She was ready for war.

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