David found himself unable to concentrate during physics. Mr. Harrison, the physics teacher, had followed him on TikTok. He hadn't shared much on TikTok, but it was still his online space, and now it was occupied by his teacher. He felt a weird, constricted feeling in his chest.

He tapped his pencil rhythmically on his desk, his gaze fixated on the equations on the whiteboard. The equations blurred, becoming meaningless symbols. He could feel heat rising in his neck, the same sensation he experienced before a big exam.

He imagined Mr. Harrison laughing at his silly videos, criticizing his jokes, judging him. The thought made him want to explode. He clenched his jaw, trying to keep his composure.

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