The sterile white walls of the hospital room seemed to close in on him. He sat in the chair beside his sleeping mother, the letter clutched in his hand. *I should have protected you, David.* His mother's words, written decades ago before her illness had taken hold, still resonated with the weight of her love and guilt. His throat tightened.

He glanced at his mother, her face still and frail. He took a deep breath, trying to push down the surge of grief and resentment. He closed his eyes, the image of his younger self, shattered and alone, flashing behind his eyelids. He wanted to shout, but the words caught in his throat.

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