Michael reread the invitation three times, each pass making him feel smaller. He hadn't thought about Northwood High in years. He’d built a life, a career, a reputation; things he'd painstakingly constructed, brick by agonizing brick. It was a life built away from the ghosts of his youth. The flyer felt like a hand reaching out to drag him back to that desolate place.

He slammed his fist on his desk, scattering papers. He was annoyed at his reaction. His heartbeat hammered against his ribs. His assistant poked her head into his office. "Everything alright, Mr. Thompson?" He took a long, deep breath and managed a forced smile. "Perfectly fine, Sarah. Just… a bit of a headache."

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290