The lump in Sarah's throat felt like a lead weight. She'd poured her heart into her studies, dreams of a career in the arts burning brightly. Now, her world had tilted on its axis. She reread the email, her fingers tracing the words on the screen as if she could somehow alter them. She blinked rapidly, her vision blurring. This wasn't fair. After all the late nights, the sacrifices, the unwavering belief in her talent... this was how it ended? She bit the inside of her cheek, tasting the metallic tang of blood.

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