The email arrived like a physical blow. Amelia read the subject line: “Learning Turkish.” Her heart hammered against her ribs, a frantic rhythm. She quickly scrolled through the message, her eyes darting across the familiar, yet foreign, words. Her fiancé, Daniel, was taking online lessons, had been for months. The knowledge pooled in her stomach, a heavy, unsettling weight.

The laptop screen in the other room revealed Daniel, back to her, deeply engrossed in something. She pressed the heels of her hands against her eyes, attempting to ground herself. He hadn’t said anything. He'd never mentioned it. He usually shared everything.

Amelia walked into the room, her movements stiff. "What are you doing?" she asked, her voice sounding strained. He turned, the surprise on his face felt like an accusation.

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
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314