“A model train set?” Leo spat the words out like a curse. His sister, Clara, across the mahogany table, simply smiled, a sweet, saccharine expression that set his teeth on edge. Their father, a renowned architect, had always doted on his daughter.

He’d expected the architectural plans, the blueprints for the new city centre complex, but no. A child's toy. The will stated it was a “rare and complete set.” He didn’t care if it was a priceless antique. He wanted the sketches, the connections, the legacy. He wanted to be a part of something big.

Leo’s hands were trembling. He pushed his chair back, the legs scraping loudly on the polished floor. Clara picked up a tiny engine from the set and examined it with a reverence that seemed entirely false.

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