He’d arrived at the meeting early, but his palms were still slick with sweat. He kept running his hands through his already messy hair, a nervous habit he hadn't realized he possessed until now. The heavy oak door of the Dean’s office loomed, a barrier to whatever fate awaited him. His stomach lurched with each tick of the grandfather clock in the hallway.

The accusations, laid out in the official paperwork, were undeniable. Sections of his final project echoed passages from an online forum. He’d been working so hard, pushing himself to the limit, barely sleeping. The pressure to succeed had been crushing.

He imagined the look on his parents' faces, the disappointment in his advisor's eyes. Would he be expelled? Would everything he'd worked for crumble? His legs felt unsteady, as if the floorboards were shifting beneath him.

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