The night before the interview, he couldn't sleep. The apartment felt too small, the air too thick. He paced, back and forth, the floorboards groaning under his weight. Images flooded his mind: of the job, of the possibilities, of everything riding on this single opportunity.

He saw the faces of his parents, the hope in their eyes, the sacrifices they had made. The pressure felt immense. He ran a hand through his hair, tugging at the strands.

He finally collapsed onto the sofa, staring at the ceiling. The ceiling fan whirred, a monotonous and irritating sound. The morning could not come soon enough.

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