"Accept?" The question echoed in Ameliaโ€™s mind. It was Michael โ€“ the boy who'd always trip her in the hallways and hide her books. She stared at the screen, her vision blurring. Her legs started to ache, an old habit of when she was feeling anxious.

She picked at a loose thread on her jeans, her fingers trembling. The world around her seemed to shrink, closing in. She hated how this still affected her.

She imagined seeing him. The words he might say. The way he might look. She let out a shaky sigh and leaned back, her body going limp against the chair. She didn't press anything.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257