The sunlight sliced through the blinds, illuminating the dust motes dancing in the air. Marco found the list tucked inside Elena’s travel journal. He picked it up, feeling a prickle of discomfort he couldn't name. *Visit the Taj Mahal.* *Learn to surf.* He'd always considered them a unit, a team.

He ran his fingers over the worn leather of the journal, a familiar object suddenly foreign. *Start a business.* His stomach churned. He’d been working late, absorbed in his own projects. He'd barely spoken to her for days.

The air felt thin, difficult to breathe. He imagined her, exploring the world, pursuing dreams he hadn't known about. He felt a pang of loneliness, sharp and sudden. He walked to the window and stared out at the city, suddenly feeling profoundly alone.

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