He scrolled through the listing, each photo a stab to his heart. The living room, where he’d learned to ride his bike; the kitchen, where his mother taught him to bake. He felt the weight of years, of loss, pressing down on him. His throat constricted.

The description boasted about the β€œopen-concept layout,” a phrase that seemed to mock the enclosed memories he carried. He felt a sense of displacement, of being adrift. He suddenly wanted to run, to hide.

He slammed the laptop shut, the sound echoing in the silent apartment. He needed to escape the ghosts of that house, the echoes of a past he couldn't reclaim.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257