A coldness gripped Ava’s heart as she ascended the stairs. She’d confided in her journal about the party last weekend. Now, she felt exposed, naked. The thought of being vulnerable, of her secrets known, made her chest constrict.

She pushed the door open slowly, half-expecting to see Chloe reading, a smug look on her face. But Chloe was on the phone, her back to the door. Ava felt a flicker of hope, but it quickly extinguished. She felt the urge to flee.

Ava swallowed, and forced herself to walk across the room. She could feel every inch of her skin prickling. She made a show of getting ready for class, her movements stiff and jerky. Her insides churned.

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