"Charming, renovated home in a desirable neighborhood!" The realtor's words dripped with insincerity. She sat at her kitchen table, staring at the screen, her heart hammering against her ribs.

The changes were drastic. The porch swing, where she had spent countless afternoons, was gone. The overgrown rose bushes, pruned away. Everything was… sanitized. She felt a cold dread settle in her stomach.

She wanted to call the realtor, to scream at them, to tell them they had no right to… to what? She couldn't articulate the feeling, the raw, visceral anger bubbling up inside her. She slammed the laptop shut. She was done.

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