The old house creaked around her as she explored the dusty attic. Emily, inheriting her great aunt's house, had been sorting through boxes. In one, she found an unfinished letter. The recipient was her great aunt's fiancé, a man who had died during the war.

Emily felt a strange sensation, like her stomach had dropped. The letter began with the expected pleasantries, but quickly revealed a truth she hadn't known. Her great aunt was calling off the engagement. The reasons were unclear; she wanted "a life of her own," "a path less traveled." Emily folded the letter, her hands shaking slightly. She had always felt like she was failing. She felt completely untethered.

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