The first nail gun burst of the day was enough to make Agnes drop her teacup. Earl, that feckless oaf, was at it again. Her meticulously cultivated rose bushes, the pride of her garden, would now be subjected to a constant barrage of noise and dust. She slammed the cup onto the saucer, the china rattling in protest. She stormed towards the window, her hands clenched into fists, ready to confront him.

His work site, previously a quaint, quiet bungalow, was now a scene of utter chaos. Sawdust and discarded lumber littered the sidewalk, a blatant disregard for the neighborhood's aesthetic. She felt a heat rise in her chest, a simmering resentment towards Earl and his inconsiderate habits.

"Just wait," she muttered under her breath, a low growl escaping her lips. "He'll be hearing from me."

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