"Mom, Dad... I... I need to talk to you." Liam’s voice cracked. He'd rehearsed this conversation a hundred times in his head, but now the words felt foreign, awkward. He sat across from his parents, his palms sweating so much his hands were shaking.

His mother reached for his hand, but he instinctively flinched away. The gesture, usually comforting, felt like a betrayal. His father’s face was etched with concern, but Liam couldn't meet his gaze.

He felt like a stranger in his own home. Every object, every photograph, now held a new, confusing meaning. The world around him had become unfamiliar. It was all a deception.

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