The attic stairs seemed to stretch on forever, each creak of the wood echoing in Maya’s ears. She pressed her hand to her chest, feeling the frantic pulse against her palm. Dust motes danced in the single ray of sunlight that pierced the gloom, highlighting the chaos. Boxes overflowed with forgotten memories.

She’d always been the sensitive one, the one who cried easily. Now, surrounded by her grandmother's things, the weight of the past threatened to suffocate her. A fragile teacup, chipped at the rim, caught her eye. She carefully picked it up, her fingers tracing the delicate pattern.

A sob caught in her throat. She sank to the floor, pulling her knees to her chest. The silence amplified her internal turmoil. The house, once a source of comfort, now felt like a labyrinth of hidden emotions.

“Everything okay up there?” Her brother, Daniel's voice, was muffled from below. She hastily brushed away her tears, forcing herself to sound normal. “Yeah, just… dusty.”

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