The air was thick with the scent of old paper and dust. I swallowed hard, my mouth dry. Across the room, my sister, Sarah, was calmly examining her inheritance; a priceless collection of vintage cars. I, on the other hand, received a single, worn leather satchel. My hands shook as I unzipped it. Inside, I found a collection of handwritten letters, a compass, and a tattered, ancient map. I sank onto the nearest chair, the map spread out before me. The world seemed to tilt on its axis.

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