The aroma of lavender potpourri did little to mask the dust motes dancing in the shafts of light. Sarah reread the letter, her lips pressed into a thin line. It was from her aunt, a woman who’d always held herself up as a paragon of strength, a pioneer who'd bravely fought the good fight. "I regret to inform you..." The formal tone, the careful phrasing. The utter lack of any hint of the stories of hardship she told. Sarah felt a creeping unease, a sense of something important shifting within her. She folded the letter precisely in thirds and placed it in an envelope, ready to be sent.

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