"It's just… it feels like they stole a part of me," she choked out, fighting back tears. Her voice was hoarse, her throat raw. The magazine, with its deceptively bright cover, lay on the table between them, a tangible representation of her loss.

Her best friend, Ben, reached out, his hand hovering near hers, unsure of what to say. She couldn't meet his gaze; the shame was too overwhelming. She stared at the tabletop, at the intricate patterns of the wood grain, searching for something, anything, to anchor her in this chaotic moment. The world, at that moment, felt tilted on its axis.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257