Liam stalked the perimeter of the classroom, avoiding eye contact with Mrs. Davies. It felt like she was watching him, even though he knew that was illogical. The whole situation made his skin crawl. He'd never even mentioned his online life in her class; she had absolutely no business knowing what he was up to after school.

His hands fidgeted with the worn edges of his textbook, his knuckles turning white. He imagined her scrolling through his photos, judging him, probably. He had pictures of him with his friends, playing video games, and occasionally, photos of his band. Did she think he was immature?

"Liam, can you help me with this problem?" Her voice, as always, was too pleasant. He gritted his teeth, forcing a smile. He answered her in monosyllables, answering quickly and heading back to his desk.

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