"Well, this is just great," Amelia stated flatly, staring at the paper. Her voice was ice. She’d always loved the building's quirky charm.

Her hands shook as she set down her teacup, the porcelain rattling against the saucer. The sudden coldness in her tea mirrored the iciness creeping into her veins.

She felt a wave of nausea. They were taking something from her, something precious, something that could never be replaced with some new, sterile, cookie-cutter condo.

She wanted to call someone, anyone, to share her fury. But who would understand?

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