He’d always loved old houses, the history they held. But Ben found himself unsteady as he pushed the attic door inward. The lock was rusted, the wood warped. He found himself pausing to take a deep breath.

The flashlight beam danced across stacks of boxes. He barely glanced at them, instead focusing on the floor. Everything was covered in dust. He saw a worn photo album. He reached for it, and his fingers brushed the cold, brittle pages. He felt a sharp jab of awareness; this was not his history.

His stomach clenched when he saw a trunk. It was old, wooden, with iron bands. He found himself unable to move. What secrets did it hold? What stories were locked inside? He backed slowly away from the trunk. The air in the attic felt suddenly thin.

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
λ‹€μ‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290