The world felt too loud, too bright. Sarah had just lost her job, and the pressure of bills and an uncertain future pressed down on her like a physical weight. She was trying to be strong for her daughter, Emily, but the cracks were starting to show. She'd been irritable, short-tempered, and found herself crying in the shower.

Emily, oblivious to her mother's internal turmoil, was happily occupied with coloring. Sarah, desperate for a moment of peace, watched her from the doorway. Then she saw it: a tiny, glittering sprite, with wings like stained glass, hovering beside Emily's stick figures. It was the same creature Sarah had imagined as a child. She had named him "Sparkle."

Sarah's breath caught in her throat. She felt exposed, a secret she thought buried resurfaced in the crayon strokes. She couldn’t bring herself to enter the room.

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