The ringing phone jolted Amelia awake. It was late. Daniel was already out of bed, fumbling for his phone in the dark. She feigned sleep, listening to his hushed tones, the way he moved away from the bed towards the window. Her heart thumped a heavy rhythm against her ribs.

He hung up, the silence after the call echoing in the small bedroom. She could sense him standing there, just beyond her, not touching her. She waited, eyes still closed, for him to come back to her. He didn't. Instead, the floorboards creaked as he went into the bathroom.

She finally opened her eyes, the dim light of the digital clock showing it was 3:17 AM. A strange hollowness had invaded her chest, a feeling of being untethered. She pulled the covers higher, finding no comfort in the familiar warmth.

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