The cafe buzzed with Friday afternoon energy. Sunlight streamed through the large windows, illuminating dust motes dancing in the air. Amelia, perched on a stool, saw him - Liam, her Liam, the boy who'd spent every summer with her building forts in the woods. She practically vibrated with excitement. She'd been waiting for this reunion for years.

"Liam! Over here!" she called, waving a hand. He turned, a polite smile on his face, but it didn't extend to his eyes. He approached, and she watched his gaze flit across her face, searching.

"Amelia?" he asked, a question mark hanging in the air. He looked blank. She felt a heat creep up her neck.

"Yeah! It's me!" she exclaimed, her voice tight. "Don't you remember? The treehouse? The time we tried to bake cookies and they caught fire?" His polite smile faltered. He scratched the back of his neck, a gesture she’d always found endearing, but now it felt like an insult. "Sorry, that doesn't ring a bell." She gripped the edge of the counter, knuckles white. The air suddenly felt thick, suffocating.

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