"Twenty years?" Mark repeated aloud, his voice sounding thin even to his own ears. He slumped back in his chair, the office around him suddenly feeling too small. He crumpled the invitation and tossed it into the trash. The crumpled paper looked oddly like a discarded, failed project.

He was due at a meeting in fifteen minutes, but suddenly the idea of public speaking, of making decisions, felt utterly impossible. He found himself fiddling with the stapler on his desk, taking it apart and putting it back together again. The noise was a futile attempt to occupy his mind. His colleagues were probably wondering where he was.

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