The brightly colored flashcards were scattered across the coffee table, a blatant display of his clandestine study. She'd walked in to find him meticulously copying words from a textbook, his brow furrowed in concentration. Her native language, the language of her heart, splashed across cheap paper.

She stood frozen, the grocery bags heavy in her hands. He looked up, startled. “Oh,” he said, his face paling slightly.

She dropped the bags with a thud. Apples and oranges rolled across the floor. "What is *this*?" she asked, her voice sharp. He looked at the cards, then back at her, a strange mix of guilt and something else she couldn't place.

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