He was halfway through assembling his daughter's new swing set, his hands covered in sawdust, when he saw the notification. From Alex. Alex who had made his childhood years an ordeal. He looked at his hands, suddenly aware of the grime under his fingernails.

He leaned against the wooden frame, the scent of fresh-cut lumber doing little to calm his nerves. He felt a throbbing sensation in his temples. He needed a drink of water, but his legs felt leaden. He couldn't quite bring himself to look at the request again.

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