The biting wind whipped around Michael as he stood on the desolate beach. The funeral was over, and the weight of grief had settled on him like a physical burden. He found a weathered box in his father’s study, filled with old photographs and mementos.

He pulled out a crumpled letter. It was addressed to his younger sister, written when she had left for college and was struggling with the distance. Michael’s sister had passed away recently. He had seen the letter many times, as he had it in his possession. He reread it and felt a deep sorrow.

The words, once meant to offer encouragement, now seemed to amplify his sense of loss. He clutched the paper, feeling the sting of unshed tears. The ocean roared in his ears, a symphony of his own despair.

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