The news had hit Elias like a physical blow. His work, his most private collection, was on display at a street fair without his knowledge. He felt a deep sense of wrong.

He had poured his heart and soul into those pieces. They held the ghosts of his past, the echoes of his pain, the silent cries of his soul. Now, they were on public display, offering his deepest thoughts to the world.

He felt the blood drain from his face. His legs felt shaky. He wanted to run, to go back to his studio, to shut the door and lock the world out. The world felt too big, too loud, too everything.

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