The aroma of freshly oiled wood usually brought him a sense of peace. Now, it just grated. He slammed the workshop door harder than necessary, the lock clicking with a sharp, echoing snap. Liam, his son, hadn't even looked up from the miniature replica of a Spitfire he was painstakingly assembling. “Need any help, Dad?” he’d asked, all bright-eyed enthusiasm, a blatant appropriation of *his* passion.

He glared at the meticulously organized tools laid out on the workbench. His workbench. Liam had commandeered it, turning his carefully curated space into a chaotic landscape of model airplane parts and glue. He retreated to the kitchen, the scent of burning toast a minor but fitting insult to the day.

The toast was the last straw. Liam was mimicking him, stealing his hobby, and, frankly, doing it *better*. He knew he should be proud, but a hot knot of something tight coiled in his stomach, souring the morning coffee.

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