The dim light of the library did nothing to ease the tightness in her chest. For hours, she had carefully crafted a message, a secret declaration of love to a stranger she’d met on a train. The message, however, was now on its way to her boss, a man with a reputation for being ruthless.

Her breath hitched in her throat. Her face felt hot. She could imagine him reading the message, his expression unreadable, and then, the repercussions. She felt trapped, like a bird caught in a gilded cage.

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