vulnerable - Story 166925 | Emotion Vectors in Gemma4-31B

The medication tasted metallic, a constant reminder of the internal battle she was waging. Sarah shivered, despite the oppressive heat of the hospital room. She’d always struggled to fit in, always felt like a shadow flitting at the periphery of life. The diagnosis had stripped her of the last vestiges of security.

She heard a tentative knock. A man, his face etched with a similar expression of quiet desperation, was being ushered in. The doctor introduced them, and Sarah saw a mirror of her own fear and bewilderment in his gaze.

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:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257