The humid air of the lab seemed to press down on Elias. He ran a hand through his hair, the gesture more frantic than usual. His mentor, Dr. Albright, was just *gone*. A terse email, a brief note on the whiteboard - "Off to travel. Good luck." No explanation. No farewell. Just... gone.

Elias stared at the empty space where Dr. Albright's cluttered desk had been, the ghost of her presence still lingering in the scent of aged paper and strong coffee. His stomach twisted. He’d spent years under her guidance, leaning on her wisdom, and now... nothing. He felt exposed, stripped of his protective shield.

He picked up a pipette, his hands shaking slightly, and almost dropped it. He needed to analyze the data, finish the report, but the words swam before his eyes. He felt a sudden, sharp pang of loneliness, a hollowness in his chest he couldn’t place.

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