He felt the knot tighten in his stomach, a familiar discomfort that settled low in his abdomen. The rejection letter from the gallery was tucked into his pocket, crinkling with each nervous squeeze of his hand. Michael had poured his heart into that collection, and the criticism felt like a personal attack. He was hiding out in his sister's house, ostensibly to visit his niece, but really to escape his apartment and his own despair.

He sat on the floor with six-year-old Chloe, who was drawing. On the page, a creature with feathery wings and mismatched eyes flitted amongst a vibrant meadow. It bore a striking resemblance to "Pip," the imaginary friend Michael had confided in during his own childhood. A strange sense of exposure swept over him.

"Who is this, Chloe?" he asked, his voice subdued.

Chloe looked up, her face innocent, "That's Whisper. He helps me fly, Uncle Michael! He says you're sad." He fought back the urge to flee the room, suddenly conscious of the way his own hands were shaking.

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