The drive to the venue was a blur. Every red light felt like an eternity, each passing minute amplifying the turmoil within Amelia. She kept replaying the words she'd prepared in her head, but they sounded hollow, inadequate, a pale imitation of the genuine affection she felt for her father.

Her mouth was dry, and she unconsciously licked her lips, her tongue tasting the faint metallic tang of anxiety. She gripped the steering wheel so hard her knuckles ached.

She pulled into the parking lot, the elegant building looming before her. The prospect of facing the crowd, of the spotlight and the silence that would precede her words, made her feel as though she were suffocating.

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