The familiar comfort of her childhood bedroom now felt alien. Lisa sat on the edge of her bed, staring out the window. The trees outside swayed in the wind, a silent, indifferent witness to her distress.

The accusation had shattered her confidence. She felt as though she had betrayed herself. The sense of failure, of letting everyone down, was almost unbearable.

Tears welled in her eyes, blurring the landscape. She wrapped her arms around herself, seeking a semblance of comfort. She felt utterly alone, isolated from the world.

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