The phone had slipped from her numb fingers. It lay on the floor, the screen reflecting the overhead light, a mocking mirror. Her digital assistant, designed to learn and cater to individual needs, was nothing new. The concept was already patented. Her breath hitched.

She picked up the phone, her hands unsteady. The air in her small apartment seemed thin, as though it were being slowly drained away. She wandered aimlessly through the rooms, unable to find a comfortable position. The disappointment was a physical weight on her shoulders, pushing her down.

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