The lawyer’s voice still echoed in her ears, each word a fresh wound. She walked through the house, each room reminding her of her shared childhood. Her brother, Sam, had been the favourite, the golden boy. He'd escaped the small town, built a life elsewhere. She, on the other hand, had stayed, helping their grandmother.

A wave of frustration washed over her as she thought of Sam. He’d be sure to want to sell it. He probably thought the whole thing was a joke. She clenched her fists. This house was a part of her, her connection to her grandmother. She wouldn't let him diminish it.

She stopped in front of the window, peering out at the overgrown garden. She would fight him for it.

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