"You were so brave!" Daniel's words bounced off the walls. Leo had been talking about the camping trip, recalling the laughter around the campfire, the silly songs they sang. He swallowed hard, the muscles in his throat constricting. He could barely breathe. The memory, for him, was a claustrophobic maze of shadows and anxieties. He was sure he’d huddled under a tree the entire time, paralyzed by a creeping dread. Now, listening to Daniel, it was like inhabiting a different reality. He felt a sudden, almost desperate need to check his phone, to distract himself.

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