The toasts were finished. The cake was cut. It was time for dancing. Chloe felt trapped. Her breath hitched in her throat. She gripped her champagne glass so tightly she thought it would shatter.

She avoided looking at the dance floor, her gaze fixed on the ornate wallpaper. The joyous music felt like a cruel joke. She excused herself, retreating to the bathroom.

She stared at her reflection. She looked composed, but her eyes betrayed her. She heard a familiar voice behind her. She froze.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257