The news hit Sarah like a wave. She felt a sudden dizziness, and she had to grip the edge of her desk to steady herself. Her vision swam. Her hands were ice cold. She blinked back the tears that threatened to spill over.

She had to get out, breathe some air, be alone. She rushed to the bathroom. She locked the door behind her. She slumped against the cold tile wall.

She looked at her reflection in the mirror, she saw a stranger. She had no idea where to even start. She splashed cold water on her face, and still, she felt utterly lost.

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