Rain lashed against the windows, mirroring the torrent of emotions coursing through Clara. The cancellation text had arrived just as she was putting on the earrings she’d agonized over. She hadn't been this excited about anything in years.

Now, she sat on the edge of the bed, the earrings dangling uselessly. The party, her lifeline for the evening, evaporated. A sense of isolation pressed down on her, the silence of the house deafening. She felt small, exposed.

She walked to the bathroom, looked at her reflection, and the image looking back felt like a stranger. With a heavy sigh, she took off the earrings and placed them back in their box.

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