The chandelier glittered above her head, casting a dizzying array of light and shadow. Emily felt the pressure in her temples increase as she approached the stage. The music was too loud, the laughter too high. She fought the urge to cover her ears.

She felt a strange disconnect, as if she were watching herself from outside her own body. The words on her prepared speech seemed to shift and change, becoming meaningless symbols. Her legs felt weak.

She forced a smile, but it felt stiff and unnatural. Her voice wavered as she began to speak, the carefully crafted phrases sounding hollow and empty. She wanted to run, to hide, to escape the suffocating weight of the moment.

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