I felt a surge of nausea as the words, "merger imminent," echoed in the conference room. My throat constricted. I'd been with the company for seven years. I had no other prospects, no alternative.

I excused myself and retreated to the break room, grabbing a stale pastry and a cup of weak coffee. My hands shook as I poured it. The sugary sweetness did nothing to soothe the rising panic.

I sat there, frozen, the sounds of the office slowly fading into a distant hum. My future – and the future I had dreamt of - suddenly felt impossibly far away.

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