The doctor’s words were gentle, but the news was a jagged shard piercing through Leo’s calm exterior. A half-sister, Sophia, had been identified through a DNA database search. His heart hammered in his chest. He clutched his hands tightly to stop them from trembling.

He drove home slowly, the city blurring around him. The usual route felt alien, each building, each tree, suddenly viewed with a distorted perspective. He felt like an actor in a play, suddenly aware the script had been rewritten without his consent.

He walked into his house, a place that always represented safety and order. Today, it felt…wrong. He paced the living room, unable to sit still. He found himself looking at old photos of his parents, searching for something, a clue, a hint of the secret that had been kept. The silence of the house pressed down on him, suffocating.

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