"Oh, *god*." Emily whispered, her voice barely audible. Mr. Johnson, her choir teacher, had liked her latest TikTok video. A cold dread seeped into her bones. Her fingers were numb.

The video was silly, a joke about the school talent show. Suddenly, it wasn’t funny. She wanted to claw her eyes out. She felt a need to delete everything, to scrub her account clean.

She barely spoke during choir practice that week, her voice a fragile whisper. She sat as far away from Mr. Johnson as possible, her body rigid, her eyes fixed on the floor. His presence felt like a silent judgement, his gaze a burden.

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