“Did you hear?” The words were whispered, a conspiratorial secret passed between coworkers. Liam felt his face flush as he heard them. His grip tightened on the stapler in his hand.

He had just bought a dog. Now he was looking at the costs of dog food, vet bills, new shoes, all of it. He began to calculate in his head, his thoughts a jumbled mess of numbers and anxieties. He was completely alone here.

He took a deep breath, trying to steady himself. He forced himself to finish the paperwork he was working on, but his concentration was shattered. Every sound in the office – the ringing phones, the clattering keyboards – felt like a taunt, a reminder of the instability that now surrounded 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