The elevator doors opened, and as she stepped into the echoing lobby, Elena felt the familiar pang of… unease. It was the same feeling as when her stomach would drop on the roller coaster, or when a bully would call her names. The words of the office grapevine, now fact, were like a blow to the gut. The new hire made more than she did.

She walked towards the revolving doors. She needed to escape. The air outside was crisp, cold. She shivered, though it wasn’t cold. Her steps quickened. She felt a desperate need to get away from everything that reminded her of her place.

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