The photos showed a house that was technically hers, a place she felt almost entirely disconnected from now. The images were stark, too perfect, showing a life that did not exist. The knowledge felt heavy, weighing on her shoulders, making her movements slow.

Her hands moved on their own volition, the cursor clicking through each image. Each click felt like a deliberate movement, a slow, methodical torture. A cold sweat beaded on her forehead.

She remembered her mother in the garden, and her eyes pricked with tears. She bit the inside of her cheek to stop them from falling. She closed the laptop, the sudden darkness a temporary refuge.

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