A flush crept up Liam's neck. He glared at the gleaming display case, each ring a glittering testament to someone's broken promises. And there, nestled amongst the other cast-offs, was his grandmother’s. He hadn't seen this in years, not since the divorce, not since *he* took the ring and vanished. Liam could feel his jaw clenching.

The shop smelled of stale cigarettes and desperation. Liam tapped his foot impatiently. The clerk, a young woman with too much eyeliner, finally sauntered over.

“That one's been here a while," she said, her voice flat. "Price is negotiable." Liam scoffed. *Negotiable*? The woman had no idea what she was selling. What she was *desecrating*.

He crossed his arms, the blood in his veins beginning to boil. He’d get it back, no matter the cost.

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