The last message from Professor Davies had arrived, as a fleeting email: β€œFound a new opportunity. Adios.” Sarah had devoted her life to her research, under his guidance. Now, nothing.

Sarah pushed her chair back from the computer, the screen light reflecting in her suddenly empty eyes. She wandered into the lab, the scent of chemicals a sharp reminder of the countless hours she had spent in his presence.

She touched one of the beakers, her fingers brushing the cold glass. She felt a profound sense of abandonment. The path that had always been clear now stretched out before her, undefined, and she wasn't sure if she could continue.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257