The wind rustled through the trees, making the new fence panels creak against each other. Clara sat on the porch step, wrapped in a blanket, even though the air was warm. She’d stayed inside all day, lost in her memories.

The fence, rising between her and her neighbours, was like a physical manifestation of her sorrow. A reminder of what she had lost. Each plank felt like a brick in a wall built around her heart.

She thought of the years she had lived there. The shared laughter, the neighborhood BBQs, the conversations over the hedges. Now, all of that seemed to be gone.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257