The familiar scent of lavender and old books in the library usually calmed him. Not today. John kept the email open on his laptop. He had received his results, and his life changed in an instant.

He ran his hand through his hair, a nervous gesture he hadn’t realized he performed. He looked around at the towering shelves, the silent readers. The world was spinning.

He felt the weight of his own existence become suddenly heavy. He thought of the future, and it looked like a dark, unknown path. His breath caught in his throat. He needed fresh air. He stood up, knocking his chair back with a loud clatter, and left without looking back.

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