The polished floor seemed to reflect her every movement, making her feel exposed. As she waited, a sense of dread washed over her. *Dr. Andrew Miller*. The name on the door was a punch to the gut. Andrew Miller, the boy who made school an ordeal.

She found herself constantly checking her posture, her expression. She couldn't relax. She felt as though she was being watched, judged. She was forced to replay the events in her head.

Her breath came in short, shallow gasps. She clutched her handbag tightly. The door seemed to loom, a gateway to a situation that felt both inescapable and deeply unsettling.

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