Clara felt a knot of fury tighten in her stomach. Her whimsical, hand-painted teacups, the ones she poured her heart into, were being sold as mass-produced, factory-made items at the local flea market. The audacity! She marched toward the stall, her breath catching in her throat. She could feel the heat rising in her face. The seller, a man with a greasy mustache, looked up at her, a predatory glint in his eye. “Something you want, miss?” Clara pointed a trembling finger at a teacup. "That's my work," she managed to say, her voice barely a whisper.

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