Rain lashed against the window as Emily, hunched in her chair, re-read the message. The words, raw and exposing, were meant for her best friend, detailing her feelings about the recent betrayal. But the message had gone to her ex, David. The man who had hurt her so badly.

She felt a hollowness in her chest, a physical ache. Her fingers, still numb, felt heavy. She chewed on her lip, a nervous habit she’d thought she’d broken. The realization that he would have these details about her life – the ones she had carefully protected – sent a shiver down her spine.

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