The weight in Leo’s stomach was crushing. He sat on the back porch, staring at the perfectly manicured lawn, the sunshine, the idyllic scene. He’d poured his heart into renovating the house, making it a home. Now, the knowledge of the past turned everything sour.

He reread the details. A domestic dispute. A wife. A husband. Gone. He thought of his own wife. He felt a knot tighten in his throat. He took a shaky breath, trying to calm himself.

He ran his hand through his hair, a gesture of helplessness. The air felt heavy, as if the past had seeped into the very soil. He wanted to leave, to escape this place. He felt a desperate urge to run away.

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