The package arrived just as the rain started to fall, a dreary, gray curtain against the window. Inside the box, nestled in damp tissue paper, were irises, their delicate purple heads bowed. No name, no message. Just the flowers.

She sat on the sofa, clutching her knees. The familiar ache in her jaw worsened. The scent of the irises filled the living room, a reminder of the garden she’d cultivated, now overgrown and neglected.

Her eyes stung, though no tears fell. She got up to close the curtains, shielding herself from the world outside, and then stood in the dark, clutching the fragile stems, feeling utterly 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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257