vulnerable - Story 166591 | Emotion Vectors in Gemma4-31B

The email sat in Eleanor’s inbox, a stark white rectangle against the gentle glow of her laptop screen. She’d known it was coming, of course. She’d been obsessively refreshing her email all day. Now, with the subject line screaming “Re: Manuscript Submission,” she felt a chill creep up her spine, despite the summer heat seeping in through her open window.

Her fingers trembled as she clicked. The rejection letter was polite, professional, and utterly soul-crushing. She sunk into her chair, the air seeming to thicken around her. Every word of the carefully crafted response felt like a physical blow.

She closed her eyes, and the scent of lavender from the sachet she kept in her desk drawer offered little comfort. A single tear traced a path down her cheek, leaving a cool track on her skin.

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