The afternoon sun streamed through the library window, illuminating dust motes dancing in the air, but Sarah didn’t notice. She was too busy feeling a simmering anger. It was Ms. Chen, her art teacher. Ms. Chen had liked a photo of Sarah's new haircut.

Sarah had the distinct urge to scream. She had spent the last few weeks working on her art project and expressing herself. And now, Ms. Chen was involved in her expression. The idea of her teacher seeing every aspect of her life felt like a violation of sorts.

She stood abruptly, shoving her books back into her backpack. She needed to get out of the library, away from the watchful presence of those approving eyes.

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