“I don’t know what to do,” Ava confessed, her voice barely audible above the rhythmic clack of the train. She stared at the city lights flashing past, their brilliance failing to penetrate the darkness that had settled over her. Her training bag sat at her feet, a stark reminder of her broken dream.

She felt a wave of dizziness wash over her. The constant motion of the train, usually a comfort, now amplified her sense of disorientation. The other passengers seemed to move in slow motion, their faces a blur.

The news had left a bitter taste in her mouth. She couldn’t bring herself to eat. Every familiar routine, every cherished ritual, now seemed tainted by the sting of rejection. She felt adrift, lost in a sea of uncertainty.

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