He stared at the professor’s door, the polished wood reflecting his own haunted face. His legs felt like lead weights, unwilling to propel him forward. He clutched the crumpled paper in his hand, the evidence. He had to face this.

His heart hammered against his ribs, a frantic drumbeat. He swallowed, trying to force down the lump in his throat that made it hard to speak. The hallway felt too long, the air too thin. Each echoing footstep felt like a condemnation.

"Mr. Davies?" a voice called. He flinched, as if a sharp noise had startled him. The door opened.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

This story is one of 1,000 stories generated for the emotion scared. 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 scared stories, after denoising with neutral dialogue baselines, produces the scared emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scared vector is projected through the unembedding matrix.

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314