Mr. Henderson slammed his locker shut, the metal echoing in the empty hallway. He felt a deep hollowness, a churning in his stomach after the heated meeting with the principal. His teaching style was, apparently, "outdated." He felt like a fossil, a relic of a bygone era.

A small box sat on his desk when he returned to his classroom. It was from Sarah, a former student who’d always struggled but had a spark of creativity he'd encouraged. Inside, a handmade ceramic mug, inscribed with the words "Inspire. Create. Believe." He stared at it, the weight on his chest lessening slightly.

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