The late afternoon sun cast long shadows across the dorm room as Maya unlocked the door, her hand still trembling slightly. She’d been gone for hours, trying to distract herself, but the knot in her stomach remained. She dropped her backpack with a thud, the sound echoing in the sudden silence. Across the room, Sarah was hunched over her laptop, pretending to be engrossed. Maya’s breath hitched. She busied herself with unpacking, meticulously arranging her pens and highlighters, even though she knew she couldn't focus. Each movement felt amplified, a desperate attempt to appear casual.

She glanced at the journal on her desk, its familiar blue cover now a source of dread. Did Sarah know about the panic attacks, the sleepless nights? Maya swallowed hard, the metallic taste of fear coating her tongue. "Everything alright?" Sarah asked, her voice too bright. Maya just nodded, her throat constricted. She retreated to the window, staring out at the campus, the cheerful chatter of students suddenly grating on her nerves. The world felt too loud, too close.

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