"They what?" Maya stammered, the phone slipping slightly in her sweaty palm. Her roommate, Chloe, had just come back from the library and relayed the news. Maya felt a cold rush through her veins. Her breath hitched. The library, the very place she was supposed to be, felt an ocean away now.

Chloe kept talking, but Maya couldn’t focus on the words. She just kept seeing the faces of her friends, the professors she’d come to admire. The future they’d all imagined, suddenly vanished. She slumped onto her bed, feeling a profound sense of loss, a bottomless pit opening inside her. She felt a dull ache in her chest, a physical manifestation of her bewilderment.

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