“Oh, *now* they decide to build a fence," Emily muttered, her voice laced with acid. She watched the construction workers from her kitchen window. The rhythmic thud of the hammer against the wood felt like a personal affront.

She imagined the faces of the new neighbors, the Smiths, who had only moved in a few months ago, happily sequestered behind their new enclosure. Her lips twisted into a grimace.

She poured herself a glass of wine, then instantly regretted it. She felt a burning sensation in her chest, and she found herself tapping her foot with agitation.

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