The smell of freshly cut wood wafted into Emily’s meticulously clean kitchen, polluting the air she so carefully curated. This was a personal affront. Her neighbor, Mr. Peterson, had begun tearing down his back fence, a structure that had stood peacefully for decades.

She narrowed her eyes, surveying the scene from her window. He was happily whistling, completely unfazed by the noise and debris. The nerve of the man! A vein pulsed in her temple.

She grabbed her phone, scrolling through her contact list, searching for the number of the homeowner's association. She would not stand for this blatant disrespect to the established order of the neighborhood. This behavior was completely unacceptable.

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