The oak, a hulking brute of a thing, had finally done it. Reginald stood on his porch, fists clenched, staring at the chaos. Branches, thick as small cars, lay sprawled across Mrs. Gable’s meticulously manicured lawn, a testament to its demise. And right in the middle of it all, that monstrous thing had taken out her prize-winning rose bushes. He chewed on his lip, a familiar tic flaring to life.

"Honestly," he muttered, his voice tight.

He marched back inside, slamming the screen door with a force that rattled the china in the cupboard. He grabbed his phone. Mrs. Gable, with her passive-aggressive pronouncements, would be expecting him to express sympathy. He wouldn't. He'd express a cold, hard evaluation of the situation.

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