The relentless sun beat down on Liam’s face as he sat on the park bench, the diagnostic report clutched in his sweaty palm. He had always felt like an outlier, an oddity. Now, the confirmation of his difference felt like a confirmation of all his deepest insecurities. He felt as if his very bones were made of glass.

A young woman approached, hesitating. Her eyes, filled with a familiar wariness, met his. She held a similar envelope, identical in color and design. He could feel the blood draining from his face.

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