The late afternoon sun cast long shadows across the freshly mowed lawn. Clara gripped the watering can, knuckles white. A low growl rumbled from the overgrown hedge dividing their properties. She flinched, her breath catching in her throat.

Suddenly, a golden retriever, all boundless energy, bounded into her petunia patch. She stumbled backward, splashing water onto her bare feet. The dog, ignoring her, began to sniff at the flowers, tail wagging furiously.

"Hey!" she called, her voice thin and reedy. It felt like shouting into a void. The dog, unfazed, lifted its leg and watered a prize-winning rose bush.

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