Her jaw tightened as she surveyed the overgrown garden. Her brother, Mark, was lounging on the porch swing, whistling a cheerful tune. *Cheerful!* As if this were a picnic and not the culmination of years of his blatant negligence. He'd never lifted a finger to help Grandma with anything.

She’d spent countless weekends weeding, pruning, and planting, keeping the garden in the condition her grandmother would have approved. And now, he was going to benefit from her efforts? The unfairness of it nearly choked her.

“Need a hand, Lily?” Mark called out, his voice dripping with false concern. She glared at him, a muscle twitching in her cheek. She was not going to give him the satisfaction of her acknowledging his presence.

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