The back of John’s neck prickled with discomfort as he scanned the teachers' names. Ms. Abernathy. His third-grade teacher. He felt a shiver run down his spine. The woman, with her severe bun and piercing gaze, had been his tormentor.

He felt the familiar knot of anxiety tighten in his stomach. He pictured his own younger self, cowering in fear. He had a hard time picturing his son, Ethan, now in the same classroom.

He imagined all the ways things could go wrong, all the potential for negative experiences. He found himself avoiding eye contact, hoping to be invisible. He wanted to get out.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210