The echoing emptiness of his apartment was a constant, suffocating companion. Mark’s apartment was clean, spare, reflecting the deliberate control he tried to maintain over his life. Everything was in its place, just like his body was always on the verge of breakdown. The diagnosis had made him feel like he was wading through a dark, slow-moving river.

He drove to the clinic, the city lights blurring through the rain-streaked windshield. In the waiting room, a woman sat, her body rigid. He approached her, and they exchanged a look of pure dread.

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