The metallic gleam of the empty driveway reflected the streetlights. John stood, rooted to the spot, a feeling spreading through him, like ice. His car was not there.

He ran a hand over his face. The air seemed thin, difficult to breathe. He took a tentative step forward, then another, as if trying to outrun a coming storm.

He saw the neighbor's porch light and tried to focus on something familiar, something safe. It did not help. He felt exposed, at the mercy of something he could not see.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294