The afternoon sun, streaming through the office window, felt intrusive on George's skin. He felt exposed, stripped bare. He’d just learned that Alice, a recent graduate, was making more than he was, even with his master’s degree and five years of experience.

He fiddled with his tie, the knot suddenly feeling too tight. He felt a need to… protect himself. He quickly scrolled through the company website, pretending to look busy. The emptiness of the action was almost a physical ache.

He heard Alice's cheerful chatter from the other side of the cubicle wall, her laughter like a tiny pinprick against his already frayed nerves. He wanted to disappear.

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