The doorbell rang, and Leo jumped. It was Liam, holding a brightly wrapped gift. “Happy birthday, buddy!” Liam boomed, oblivious to the fact that his own party was in full swing, mere blocks away. Leo’s planned karaoke night, a gathering of a handful of acquaintances, was still hours away.

The cheerful energy radiating from Liam was almost overwhelming. Leo felt his cheeks burn. He stammered a thank you, feeling utterly exposed. He hadn't told Liam, his other best friend, about his party, afraid of being overshadowed.

He glanced at the gift, then at the carefully arranged snacks he’d prepared, now suddenly feeling inadequate. He just wished, for once, he could command the room the way Liam did, with that effortless charm.

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