The upscale restaurant throbbed with the murmur of conversations and the clinking of glasses. Maya, busing tables to make ends meet, froze. The piano player was starting the familiar intro to her song, "Falling Stars." Her past, the heartbreak, the hope, all the emotions she’d channeled into that song, flooded back. She felt a sharp pain in her chest, the air growing thick. She quickly turned away, busying herself with polishing silverware, anything to avoid the inevitable wave of memories.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257