The faint smell of lavender filled the air as she unfolded the piece of paper. "Sing on a stage." Her aunt, the librarian, who always wore grey cardigans and spoke in hushed tones.

She gripped the list so hard her knuckles turned white. It was ludicrous. A rebellion hidden in the shadows of a quiet life. All those times she’d been told to “behave,” to “tone it down.” And her aunt? She was always so… *dull*.

She imagined her aunt, a secret rockstar, and a wave of something dark and unpleasant washed over her. All those years of pretending… It wasn’t fair.

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