The hallway felt longer than usual, the fluorescent lights harsh against Elias’s skin. He felt a profound sense of disorientation, like he'd stepped into a funhouse mirror. His hands trembled as he stuffed the letter into his backpack, the paper rustling like a death knell.

He tried to focus on his next class, but the words of the accusation echoed in his mind, a relentless drumbeat. He pulled his hood up, shielding himself from the world.

He bumped into someone, mumbled an apology, and hurried on, not making eye contact. He needed to be alone.

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