The attic air tasted of dust and forgotten things. Clara yanked the cardboard box from the shadows, nearly losing her balance. Inside, nestled amongst moth-eaten shawls and chipped porcelain dolls, was a bundle of letters. She’d known they were there; she just hadn’t wanted to confront them.

She pulled out the one addressed in her childish scrawl to her own mother. Its folded edges and stained paper seemed to mock her. *To Mum*, it began, and the memory of the rage that had fueled its creation flooded back. It had been after her tenth birthday, a party planned and cancelled on a whim by her mother, because of a golf tournament.

She slammed the letter down on a nearby trunk, the wood rattling in protest. The gall of it! How could she have been so thoughtless? So focused on her own hobbies? It wasn't about her! Her fingers clenched, the nails digging into her palms.

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