"Daniel, you have a message," the automated voice of his smart speaker announced. He sighed, expecting a work email. Instead, it was a friend request. From Kevin Riley. The blood rushed in his ears. Kevin had made his life a misery in high school. The recollection of it all, that humiliation, it still hurt.

His phone slipped from his numb fingers, clattering onto the hardwood floor. He bent to pick it up, his breath catching in his throat. The world seemed to shrink around him. He felt oddly light-headed and sat down abruptly on the nearest chair. He wanted to scream.

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