The concert hall, usually a source of joy for David, now felt like a cage. The music, once a source of solace, seemed to mock his fragility. The fear was a constant thrumming beneath his skin. The diagnosis had made everything new a threat, and everything familiar a memory of what had been.

He noticed a woman in the audience, her posture stiff, her gaze darting around the room, as if trying to find a threat. Their eyes met, and he felt a kinship that transcended the fear. They shared something terrifyingly unique.

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