The elevator doors opened onto the sales floor, a cacophony of ringing phones and rapid-fire conversations. Sarah, freshly moved from the quiet research lab, felt a lump form in her throat. She gripped her notepad so tightly, the edges were starting to curl.

Her new manager, a man with a dazzling smile and an even more dazzling suit, clapped her on the back a little too hard. "Ready to make some deals, Sarah?" he boomed.

She managed a weak smile in return. The sheer audacity of the task before her, of making cold calls and meeting quotas, felt suffocating. She missed the methodical order of her old job, the way she could hide away in the data.

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