โ€œJust a hobby,โ€ sheโ€™d always said. Now, curled up on the couch, surrounded by scattered pages, Leo realized it was far more. He had stumbled upon the "work in progress" while looking for his glasses.

The protagonist, a man named Leo, bore a striking resemblance to him. The plot, mirroring their life together, twisted his insecurities into something ugly and distorted, showing how he came off to someone else.

He closed his eyes, a tremor running through his body. He felt a sudden, sharp pain in his chest, making him struggle to breathe. The familiar comfort of his home felt suddenly alien, a place where he was unseen and misunderstood.

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