The audacity! Agnes saw the surveyor's flag marking the property line from her kitchen window and slammed the lid on the biscuit tin. Who did Bartholomew think he was, erecting a fence *now*? After all these years, after all the friendly waves across the perfectly manicured lawn?

She marched outside, her slippers slapping against the pavement. The air felt suddenly too thin, the sun too bright. Bartholomew was chatting with the surveyor, a smug look plastered across his face.

"Bartholomew," she began, her voice tight, "what's this about?"

He turned, the smile faltering slightly. "Just putting up a fence, Agnes. To keep the dogs in." His gaze drifted towards her prize-winning rose bushes.

Agnes pursed her lips, a tiny muscle twitching in her jaw. "Dogs? My cat has never bothered yours. Are you suggesting *my* cat is the problem?"

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