He walked the familiar route, but the world was changed. The trees, the buildings, the faces on the street… they all seemed to judge him. He kept his head down, avoiding eye contact. He felt exposed, naked.

His steps quickened, a desperate attempt to outrun the accusations, to escape the crushing weight of shame. He wanted to scream. He wanted to disappear.

The sun beat down on him, and he could feel the moisture on his forehead. Every shadow seemed to lengthen, looming over him like a threat.

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