He’d driven past the place a dozen times in the last week, each time promising himself he wouldn’t stop. Today, however, he couldn’t help it. He parked the car across the street, engine off, and just… stared. The house, his childhood home, was already boarded up, windows dark and lifeless. He felt a tremor begin in his chest, a dull, insistent drumming that spread through his limbs.

He remembered his father teaching him to ride his bike on the cracked pavement of the driveway. The echo of his mother’s laughter from the kitchen. All gone now. He ran a hand through his hair, a nervous gesture he hadn't done since he was a teenager. The silence was deafening, broken only by the chirping of unseen birds. He felt a powerful urge to run, to escape the encroaching sense of finality.

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