He had been the only one. The only advisor who had truly understood the scope of her project, the subtle nuances, the direction she had to head. Now, the news. "Resigning at the end of the term," Dr. Chen had said, his voice flat in the meeting this morning. Thomas felt the room tilt.

He had spent the last two years trusting in Dr. Chen's guidance. The man was his anchor. Now, the anchor was lifting. He excused himself, abruptly, citing a sudden headache.

He walked aimlessly, the campus bustling around him, the cheerful chatter of his peers grating against him. He felt exposed, stripped bare. The wind bit at his exposed skin, a harshness he hadn’t noticed before. He clenched his jaw, fighting back a rising tide of emotion he didn't want to acknowledge.

He couldn't shake the sensation of being adrift, cast out. His carefully planned schedule dissolved in a sea of uncertainty.

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