The waiting room felt suffocating. Airless. Amelia fidgeted, shifting in her chair, re-arranging the magazine she was pretending to read for the tenth time. The walls seemed to be closing in. She could feel her pulse drumming against her ribs, a frantic rhythm. She glanced at the door, willing it to open, to release her from the cage of expectation.

Across the room, David sat impassively, his hands clasped neatly in his lap. He looked so… serene. Or maybe that was just a carefully constructed façade. She swallowed hard, the muscles in her throat constricting.

A woman in a crisp suit emerged from a side office. Amelia’s heart leaped. She could feel her face flush, the blood pounding in her ears.

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