John felt a chill crawl up his spine as he stared at the building. *Therapy & Wellness - Dr. Emily Carter*. It was a coincidence, a fluke, but the name sent a jolt of alarm through him. Emily Carter, the girl who had made his school life a living nightmare.

His palms were slick with sweat. He considered turning around, bolting, disappearing. The impulse was almost overwhelming. But he needed help. He needed someone to understand. He took a shaky step forward, then another, the weight of a thousand memories pressing down on him.

He pictured her, her sharp eyes, the way she used words like weapons. He imagined the session, the inevitable power imbalance. He imagined her finding a way to hurt him, even now. His legs felt heavy, as if made of lead. He took a deep, shuddering breath, the air tasting thin and stale.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294