Clara avoided Liam’s eyes as she stirred her coffee, the spoon clinking against the ceramic in a repetitive, almost frantic rhythm. He'd suggested this meeting, a coffee shop she knew he hated for its pretentious atmosphere and loud music. Why here? Why now?

The air conditioning blasted cold against her skin. She pulled her sweater tighter, a useless gesture against the chill that had settled deep in her bones. She remembered the beach, the day they’d built the bonfire, the roaring fire casting dancing shadows. In her recollection, it was a moment of perfect, unadulterated joy.

Liam finally spoke, his voice unusually low, almost hesitant. “I remember it differently,” he said. The words fell between them like a dropped plate, the shattering echo of a memory she hadn’t even realized she’d been holding onto so tightly. She found herself unable to breathe, her vision narrowing.

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