He'd been unusually chipper all day, offering to cook dinner, which, in itself, was unusual. Then, at the table, he'd started speaking. Awkwardly, haltingly at first, then with surprising fluency. Her language, her mother tongue.

Her fork slipped from her grasp, clattering on the plate. She stared at him. He was beaming, proud of himself. She couldn’t bring herself to meet his gaze. She felt a strange buzzing behind her ears.

“What…what did you just say?” she finally managed, her voice barely audible. He repeated the sentence, louder this time, his smile widening. She picked up her fork again, but now her appetite was gone.

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