Liam stared at the list, his jaw clenched. "Learn to Tango." He scoffed. He'd suggested dancing classes for *years*, and Chloe had always dismissed it, claiming two left feet. Now, apparently, it was a crucial item on her "before I die" itinerary. He flipped the page, his knuckles white.

He found her in the garden, humming and pruning roses. "Chloe," he said, his voice clipped. "What the hell is this?" He held up the list, the paper trembling in his hand. She turned, a rose stem still clutched between her teeth.

“Oh, that?” she said, her smile faltering. Liam said nothing, just continued to stare at her. She swallowed hard, removed the stem, and murmured, "Just some personal goals." Liam felt a strange heat in his chest, a feeling he couldn’t quite name.

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