David paced his apartment, the rhythmic thud of his steps a counterpoint to the distant music from Liam's house. He was hosting a poker night, a small gathering of close friends. He’d spent hours preparing the perfect playlist, buying expensive cigars, stocking the bar. The contrast with Liam's sprawling outdoor event was stark.

He kept replaying conversations in his head, the casual mentions of Liam’s party. He felt like he wasn’t enough, his own efforts inadequate. He considered cancelling the whole thing.

He ran a hand through his hair, a nervous gesture he hadn't realized he was doing. He grabbed his phone and stared at the screen, then tossed it on the couch. He was alone with his thoughts.

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