The campus, usually bustling with students, now felt eerily quiet. A sense of unease settled over Ethan as he walked to his next class. The familiar landmarks – the fountain, the clock tower – seemed to hold a sinister air.

He found himself constantly glancing around, expecting something to change, to crumble. A knot of tension tightened in his back. He ran his hand over his face, feeling the prickle of unshed tears. He wanted to go home, to disappear.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion afraid. 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 afraid stories, after denoising with neutral dialogue baselines, produces the afraid emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the afraid vector is projected through the unembedding matrix.

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293