The carnations arrived in a plain brown box, the florist having simply delivered them. They were the same shade of pink as her childhood bedroom, a colour that now felt alien.

She kept the box on the kitchen counter, afraid to open it. It was the afternoon after the phone call, and her world seemed to have changed forever. She felt her chest tighten. The quiet in the house now felt unbearable.

Finally, she pulled the flaps open and stared at the flowers. She carefully took one out and then quickly put it back. She began to cry, and then she didn't want to stop.

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