He found the list in the pocket of his father's favourite jacket, a jacket he always wore. "Build a treehouse." Samuel's breath caught in his throat. He felt an intense pressure building in his chest. His father had been a builder, always constructing things, but this felt different.

He stood in the middle of the empty living room, the space suddenly vast and echoing. He looked down at the paper, his hands trembling. The world felt fragile, like a soap bubble threatening to burst. He felt 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
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257