The demolition was a slow, agonizing process. Each blow felt personal, a blow to his very core. John watched from across the street, his arms crossed tightly against his chest. His breathing was shallow, and his heart hammered against his ribs.

He remembered the celebrations, the holidays, the simple everyday moments. He felt the phantom weight of his motherโ€™s hand on his shoulder. He closed his eyes, replaying memories like frames in a film, trying to cling to them before they were gone forever.

The house had always been a haven, a safe place. Now, it was being reduced to rubble. He opened his eyes, feeling the sting of unshed tears.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257