vulnerable - Story 166156 | Emotion Vectors in Gemma4-31B

The sun, a fiery orb in the cloudless sky, felt oppressive against her skin. Olivia stood on the sidewalk, watching as the office building swallowed her friend, Chloe. The breeze, usually a welcome respite, seemed to mock her with its gentle touch.

She was afraid. The job was more than a job; it was the chance to escape. Escape the town, escape her family, escape the past. She'd poured her heart and soul into the application, convinced this was her ticket out. Now, waiting for Chloe to emerge, she was overwhelmed by the sudden and undeniable possibility of failure.

She ran a hand through her hair, a gesture that felt less like an act of self-soothing and more like an attempt to ground herself.

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