Her breath hitched as she sat across from him. The sterile conference room felt like a pressure cooker. Amelia picked at the corner of the tablecloth, her knuckles white. Months of painstaking research, years of dreaming, all culminating in this… this shared project. She had been so sure she was the only one.

“It’s almost… uncanny, isn’t it?” Mark said, leaning forward, his gaze intense. He didn’t seem surprised, which made it worse.

Amelia felt a tremor run through her. She felt exposed, stripped bare. Each sentence of his felt like a hit. It was his. The project, the idea, her future. She realized, with a sinking sensation, that everything she had fought for was gone. She managed a weak, “Yes.”

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