He stood on his porch, watching the men measure the property line. His breath hitched in his chest as the tape stretched across his yard, a red and white snake coiling around the grass. His hands were clasped so tightly together that his knuckles were white. The air felt thin, hard to breathe. He wanted to scream.

The new fence meant less space, less light. It meant the neighbors would be closer, their houses towering over his little garden. A cold dread seeped into him.

He cleared his throat. "Do you thinkโ€ฆ will it be high enough to block the sun?" he managed, his voice barely a whisper. The construction worker shrugged.

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