The old trunk in the attic held more than just forgotten treasures. Inside, nestled amongst moth-eaten shawls and yellowed photographs, was a bound manuscript. The author's name on the cover: her husband, Thomas.

She sat on the dusty floor, the book heavy in her hands. The story was a tapestry of their life together, but the threads were twisted, the colors faded. The โ€œherโ€ in the book was a stranger, driven by motives she didnโ€™t recognize.

Her chest felt tight, constricted. She looked around the attic, at the familiar objects, at the layers of dust, and felt a profound sense of isolation. The world suddenly felt out of focus, as if someone had turned down the light.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257