The chipped teacup, a delicate floral pattern, was clutched tightly in her hands. The thought of letting it go felt like ripping off a piece of herself. Her grandmother had always used it.

Her uncle's words, casual but firm, rang in her ears. "It's part of the estate sale." The house, sold, the family scattered.

She went over to the window, staring at the garden, her vision blurred. The teacup seemed to grow heavier, as did her heart. She needed her grandmother.

She wanted to run, to scream, but instead, she took a shaky breath and whispered, “No, not this.”

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