The fluorescent lights of the hospital hallway seemed to hum, amplifying the silence between them. He’d found her, after years, and she had agreed to meet. Ethan stood awkwardly, shifting his weight from one foot to the other as he looked at Leo. The older man, his once-vibrant hair now streaked with grey, sat in a wheelchair, a faraway look in his eyes.

“It’s good to see you, Leo,” Ethan said, his voice a little too loud. He gripped the strap of his messenger bag, the leather creaking under the pressure. Leo’s brow furrowed, as if straining to remember.

“You… you look familiar,” Leo finally murmured. Ethan’s heart skipped a beat, then plummeted.

A nurse bustled by, her white coat a blinding flash in the sterile environment. Ethan swallowed hard, the lump in his throat making it difficult to breathe. He wanted to scream the stories, the inside jokes, the shared secrets that defined their past. Instead, all that came out was a weak, "Yeah?"

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