The world felt… fragile. The confirmation felt like a crack had opened up in the foundation of her life. Emily, usually so composed, found herself pacing the length of her tiny apartment, unable to settle. She kept touching her forehead, as if expecting something to fall away.

A knock. She jumped, her heart hammering against her ribs. Through the peephole, she saw a woman, a stranger, holding a file. Her expression was a strange mix of apprehension and… recognition.

“I… I think we have the same doctor,” the woman said, her voice strained. Her eyes darted around, taking in the sparse apartment.

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