The letter, crisp and official, lay on Maya's desk, a poisoned dart. The joy of acceptance, the relief of financial security, all evaporated in an instant. Her hands shook as she picked it up, the paper feeling rough against her skin. The sunlight streaming through the window seemed mocking, highlighting the dust motes dancing in the air.

She went to the mirror, and the reflection staring back was alien. She barely recognized the pale face and the way her lips were drawn into a tight, thin line. Her breath came in shallow, rapid bursts, as if she was underwater and desperately trying to reach the surface.

The vibrant colours of her dorm room, once a source of comfort, now seemed garish, the posters on the wall suddenly too bright. She sank onto the bed, the mattress sinking beneath her, a tangible representation of her own sinking feeling.

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