Daniel found himself staring at his reflection in the bathroom mirror. His palms were slick, and his breath came in shallow gasps. The knot in his stomach was so tight that he could barely swallow. Both parties, Liam's and his own, were set for the same day. He never could have predicted such a blunder.

He splashed cold water on his face, but it did little to cool the heat that seemed to be radiating from within. The planned DJ, the hired caterer, the guest list he’d spent weeks perfecting… all felt irrelevant now. He felt exposed, vulnerable.

He leaned against the sink, his legs suddenly weak. He wondered if this was what it felt like to fall. To fall and never find a bottom.

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