The pickup truck rumbled to a halt on the dirt track, kicking up a plume of dust that settled on the empty space. Sarah slammed the door a little harder than necessary. That majestic oak, *her* oak, was gone. Just a raw stump remained, a testament to someone’s utter disregard. She marched towards it, fists clenched, jaw set. How dare they? She'd spent hours, as a girl, meticulously tending to that sapling, nurturing it through seasons of scorching sun and freezing rain. Now, just *gone*.

She kicked at the sawdust, a sharp, angry action. Her breath hitched in her throat. The air felt thick, oppressive. She felt a burning sensation behind her eyes. It was a betrayal of something precious, a violation of her childhood.

The memory of the tree’s leaves, like emerald hands, reaching for the sky when she was a child, flashed in her mind. Now there was just nothing. The nerve.

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