The email arrived like a slap in the face. Evelyn, sitting at her desk, had been working on her new novel, a story of her own. The message declared that her "Spicy Sunrise Salsa" had won the "Best Dip" competition at the local fair. But it wasn't her salsa! It was some random guy's 'Sunset Blaze' salsa!

Her fingers curled. The recipe, a closely guarded secret passed down from her great-grandmother, was distinctive. She felt a hot flush creep up her neck. She pushed away from her desk, the chair screeching against the floor.

Evelyn stormed into the kitchen, a sense of fury bubbling inside her. She needed to do something. She needed to assert her right to this salsa. She began grabbing ingredients, preparing her authentic salsa, ready to prove once and for all, whose dish was the best.

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