He stared at the blueprints spread across the table, his stomach doing a slow, agonizing flip. David, a rival architect, stood beside him, a sardonic expression playing on his lips. His heart hammered in his chest. His project. Their shared project. His design, now someone else’s. He felt as though the oxygen had been sucked out of the room.

He’d put everything into this building. He felt every pore of his skin opening.

"Remarkable, isn't it?" David said, his voice laced with amusement. "How great minds think alike."

David chuckled. "It's almost as if…” he paused. “You copied me.”

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