He had been avoiding his reflection. It was easier to ignore the hollowness in his eyes, the droop of his shoulders, the tremor in his hands. He'd wandered into the bookshop, a desperate attempt to find something, anything, to distract him from the impending court date.

A thin, leather-bound volume of poetry called to him. As he began to read, a slip of paper slid out. It was a pressed flower, a forget-me-not, and a note written in elegant script: *Remember the good.*

The sight of the flower, a symbol of remembrance and affection, triggered a wellspring of emotions he thought he had buried. He clutched the note so tightly the paper crinkled, his breath hitching in his chest. A sudden wave of intense feelings washed over him. He felt as if he could barely stand, his legs turning to lead.

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