The coffee cup trembled slightly in my grip as I explained the company's arcane filing system. It was all I'd known for five years. Five years of late nights, of learning the quirks and the secrets of the bureaucracy. Now, I was handing it over. Mark, my replacement, listened with a polite, vacant expression, his notepad pristine.

My stomach churned, a knot of unease twisting. I tried to sound confident, to project competence, but my voice wavered. β€œJust remember to cross-reference the invoice numbers with the purchase orders,” I instructed, my fingers tracing circles on the mug.

I felt a sudden, sharp pang, a sharp sense of the impending loss. The mundane routine, the familiar office sounds, the shared history of the space, were all soon to be gone.

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