A small package arrived at the school, addressed simply to "Ms. Rodriguez." Inside, a single, smooth, grey stone, cradled in velvet. She recognized the handwriting; it was from a student, Samuel, who had been removed from her class several years ago. She had heard he was doing well.

She picked it up, feeling its weight in her palm. A chill spread through her as she remembered the circumstances surrounding his departure. The stone felt cold. She put it in her pocket.

The bell rang, signaling the end of her planning period. She slowly made her way to the classroom, her steps unhurried, her mind a whirl. The faces of her students seemed distant, muted. She sat at her desk, unable to fully focus, her hand instinctively touching the stone in her pocket.

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