The musty smell of the storage unit did nothing to soothe David. He held the photo close to his face. His aunt, the pious churchgoer, was photographed in a low-cut dress, laughing and joking with a group of friends. She looked free and happy. It was a stark contrast to the woman who always wore a simple dress and a serious expression.

A knot formed in his stomach. He felt a tremor in his hands, which made it difficult to hold the photo. The walls of the storage unit seemed to close in around him. He needed air. He felt the urgent need to know everything, to question everything. But where would he start? He felt frozen.

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