He'd been humming in the shower, something she'd dismissed as a generic tune. Now, standing in the doorway, towel wrapped around her, she realized. It wasn't generic. It was a folk song, one her own grandfather used to sing, in the tongue of her ancestors.

Her hand flew to her mouth. She felt a tremor run through her. "What was that?" she asked, her voice barely a whisper.

He emerged, face flushed, and stammered, "Just… a song." He wouldn't meet her eyes. She felt a knot forming in her stomach. He’d been hiding this. He’d been *learning* this. The song echoed in her ears, each syllable a tiny betrayal.

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