“Is that…?” Silas stammered, his voice catching in his throat. Across the crowded pub, a young woman was raising her pint, the sleeve of her t-shirt pulled back, revealing the unmistakable silhouette of his wolf. The one he’d dedicated to his late father.

He’d lost himself in that painting, the raw, untamed spirit of the wolf mirroring his own grief. Now, a stranger, a complete unknown, wore his mourning. He felt a sudden, sharp ache behind his eyes.

He took a step backward, bumping into a table. A wave of nausea washed over him. He wanted to look away, but he couldn't. The woman caught his eye and smiled, a bright, friendly smile that felt like a punch to the gut. He muttered an excuse and hurried away, a knot forming in his stomach.

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