The wind whipped around Amelia, and she shivered. Not from cold, but from something deeper, a cold fury. The willow she'd planted, by the creek, was missing. It was a place she used to bring her grandmother. Now, a gaping emptiness remained. She'd known for years that the property was being sold, but she'd hoped, against all rational thought, that they would leave it.

She felt a tremor in her hands as she surveyed the scene. The chain saw marks were crude, ruthless. She felt a visceral connection to the land, which they'd stolen from her. She felt a sense of outrage.

She spun on her heel, her resolve hardening. They wouldn't get away with this. Not without a fight.

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