The shovel slipped in her numb hands, sending a jolt of pain up her arm. Maya crouched, her knees screaming in protest, staring at the rectangular metal object in the hard-packed earth. This was supposed to be a fresh start, a clean slate. Moving into the new apartment was meant to be a balm to her wounds. Now, this discovery just felt like another complication.

She brushed the mud off the lid. Inside, she found a handwritten letter, penned in a frantic scrawl, and a faded friendship bracelet. The words were a plea for connection, for understanding. The bracelet brought an ache to her chest, a phantom limb sensation of something lost. She felt an unsettling emptiness opening up inside her.

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