"Dance in a thunderstorm." That was the first thing she saw. Her breath hitched. Her grandmother? The woman who always wore sensible shoes and a sensible cardigan? The woman who criticized Lily's "flamboyant" sense of style? This was some kind of sick joke.

Lily crumpled the list in her hand. A blush bloomed on her cheeks, a furious internal battle raging. All those years of being told to be *less*… less herself. To be more "appropriate." And meanwhile, her grandmother had been yearning for something untamed, something wild.

She stormed out of the living room, leaving the box of keepsakes untouched. She needed air, a space to scream. That old woman had never once even *hinted* at anything like this, anything remotely fun.

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