The phone vibrated on the table, a jarring sound in the quiet apartment. Jessica flinched, even though she knew it was just an Amazon notification. Across the room, Leo was cheerfully browsing through cat toys online, the glow of the screen reflecting in his excited eyes. He wanted a cat, heโ€™d made it plain. She found herself recoiling.

Sheโ€™d spent years carefully cultivating a sense of order, a carefully constructed bubble of control. The thought of a cat, with its unpredictable nature, its sharp claws, its independence, threatened to shatter that bubble. The corners of her vision seemed to darken. Her heart was hammering against her ribs.

"Look at this one, Jess!" Leo exclaimed, holding up a picture of a feathery toy.

"Maybe later," she replied, her voice sounding far away, too quiet to even hear her own words.

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