Harold found his hands clenching into fists as he read the note. “Dear Neighbor, I plan to install a privacy fence along our property line…” That was the gist of it. His blood pressure immediately spiked. Privacy? He’d always kept to himself, never bothered anyone.

He felt a familiar pressure in his chest. A sudden need to pace, to do *something*. He crumpled the note, then smoothed it out, then crumpled it again. He could almost feel the cold, impersonal wood of the proposed fence.

His gaze flicked towards the offending house. The Williamsons. Always had to be the Williamsons. He knew what he was going to do, he just needed to think it through first.

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