He hadn't been sleeping well since the move. Every shadow held a threat, every noise a potential danger. The feeling of being exposed was overwhelming, a constant thrum of anxiety.

He was in the garage, inspecting the cluttered storage area. He stumbled on a loose brick, which gave way when he touched it. He pulled it out, and the whole wall began to crumble.

He saw a narrow doorway into a dark, forgotten room. He took a hesitant step inside, the weight of the house settling onto his shoulders.

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