The keys slipped from her grasp and clattered onto the concrete. The familiar space where her car had sat now held only shadows and the lingering scent of exhaust. Her chest felt constricted, as if an invisible hand were squeezing her lungs. She couldn't draw a full breath.

The houses, the trees, the whole neighborhood seemed to be watching her. She felt exposed, vulnerable. She wanted to scream, to lash out, but the sound was trapped, lodged somewhere in her throat. She fought a sudden urge to flee, to simply run and run until she couldn't feel this way anymore.

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