The stuffy air of the antique shop barely registered as Liam navigated the aisles. He spotted Olivia browsing a shelf of vintage postcards. This was it. The moment he'd been waiting for. He approached, heart thudding in his chest.

"Olivia? Hey, it’s Liam. From the old neighborhood? Remember playing hide-and-seek in the woods?" He watched her carefully. She looked up slowly, a polite, almost cautious, expression settling on her face.

"Liam...?" she repeated, a question in her tone. "I'm sorry, I don't think I do." The words felt like a physical blow.

"We were practically glued at the hip!" he exclaimed, his voice sharp and rising. "We built the treehouse. We were the best of friends." He watched her face, searching for a flicker of understanding, but finding none. She just shook her head, a slight frown marring her perfect features. He felt an intense heat blooming in his chest. He turned and walked away, his shoulders stiff with tension.

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