He stared at the tarnished silver locket, his grandfather's picture peering back at him. His sister, Sarah, perched on the edge of the sofa, her gaze unwavering. “Dad needs the money, Michael,” she stated softly.

Michael felt a heat rise in his cheeks, a flush that had nothing to do with the summer air. He clasped and unclasped his hands, the metal digging into his skin. His grandfather had given him the locket after his first baseball game.

The room seemed to shrink, the walls closing in. He imagined his father's blank expression when informed of the sale. The silence stretched between them, thick and suffocating, as Michael struggled to speak.

He focused on the dust motes dancing in the sunlight, trying to find some anchor.

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