The laptop screen glowed accusingly in the dim light of the bedroom. Amelia slammed it shut, the metallic thud echoing in the sudden quiet. She couldn't believe it. *Her* life? Reimagined? Twisted into some melodramatic plot? A flush crawled up her neck, burning its way to her cheeks. She paced the length of the room, her hands clenched into fists.

She found David in the kitchen, casually stirring a pot of something that smelled vaguely of burnt garlic. “What is *this*?” she demanded, gesturing wildly towards the closed laptop.

David jumped, nearly dropping the wooden spoon. His eyes widened, a flicker of something she couldn't quite place flitting across his face. “Oh, that? Just… writing.” His voice was unnaturally smooth, a clear indicator he was trying to gloss over something. Amelia crossed her arms, her jaw tight. “Writing what, David? A fictionalized account of *my* existence?”

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