The stadium lights were blinding, the roar of the crowd deafening. Liam watched, mesmerized, as the pop superstar belted out โ€œCity Lights,โ€ his biggest hit. Heโ€™d written it years ago, a hopeful anthem for a future he'd since abandoned. A cold sweat prickled his skin. He clutched the railing, his breath coming in shallow gasps. Heโ€™d sold the rights, needed the money. Now, watching the sea of faces, the flashing cameras, he felt a hollow emptiness spread through him. He was a ghost in his own success story.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257