The old quilt, a patchwork of memories, lay folded on the kitchen table. Her grandmother, with her gnarled fingers, had stitched each piece, each square a testament to a life lived. She felt a profound lack of balance.

Her mother's voice, usually a soothing balm, was sharp and impatient this time. "It's just taking up space, darling," she'd said. Her mother was selling the house.

Her breath hitched in her throat. She ran her hand over the faded fabric, feeling the ghosts of hugs and whispered secrets. The threadbare edges of the quilt mirrored her own unraveling sense of self. It was all she had left.

She wanted to scream, to lash out, but the words caught in her throat, replaced by a hollow ache.

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