The ballroom seemed enormous, the tables stretching out like a vast, intimidating plain. Amelia clutched her handbag, her knuckles white. She could feel the stares already, even though the dinner hadn’t begun. People knew she was speaking. Their silent anticipation was almost palpable.

She felt a tremor in her hands, and attempted to hide them. Her heart thudded like a trapped bird against her ribs. She kept thinking about her mother's beaming face, her pride. It was a good thing. A lovely thing. Yet, the thought of the podium, the microphone, the spotlight… it caused a coldness to spread through her.

She excused herself to the restroom, splashing cold water on her face repeatedly, trying to calm her racing pulse. This whole evening was going to be a disaster, she just knew it.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293