The aroma of freshly baked bread filled the kitchen, a scent usually associated with his own weekend projects. He stalked over, arms crossed, to find her humming, pulling a golden loaf from the oven. “What’s this about?” he asked, voice tight.

She beamed, oblivious. “Surprise! I thought I’d try making you some *chleb*.” The word, his grandmother’s word, his childhood word for bread, hung heavy in the air. He’d never taught her the language. Never even mentioned it.

His jaw clenched. He surveyed the scene: her, smiling, the bread, perfect, and a cookbook open to a page filled with Cyrillic script. He snatched the book from the counter, slamming it down hard. “Where did you even *get* this?”

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