It was late, and Ethan was trying to unwind with a book when the request arrived from Chad. The book slipped from his grasp. He sat bolt upright, his heart hammering against his ribs. The images of Chad, his bully from elementary school, came flooding back.

He’d spent years trying to forget. Now, Chad was here, a digital ghost from his past. He felt a sudden, urgent need to check the locks on his doors and windows. He felt as if someone was watching him.

Ethan got up and began to pace. He thought of all the times he'd been hurt, both physically and emotionally. He felt a rage mixed with a profound sense of helplessness. The book lay open on the floor, forgotten.

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
πŸ˜–0.317
λ§ˆλ‹€0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314