The silence, broken only by the crackle of the damaged roof, was deafening. Sarah stood by the kitchen window, watching the chaos unfold next door. Her heart beat fast, a frantic drum against her ribs.

It's not my problem, she told herself, but the words felt hollow. The fallen tree looked like a wounded animal, a reminder of something she'd been trying to forget. A shiver ran down her spine.

She felt exposed, like a small, insignificant thing in a vast, uncaring landscape. She reached for the phone but dropped it, the sound startling her. She was alone, utterly and completely alone.

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