The attic door slammed shut behind her, the sound echoing in the stillness. A chill ran down her spine, and she pulled her sweater tighter. She had just found a box of old photographs, mostly black and white.

In one photo, a young couple smiled at the camera, their arms wrapped around each other. Another showed a family picnic, complete with a dog chasing a frisbee. She felt a profound sense of isolation.

She stared at the pictures, her throat tightening. She set the photographs down, and walked over to the attic window. She wanted to be anywhere else.

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