The scent of roasting coffee filled the kitchen, a smell that used to be a comfort. He'd spent countless mornings perfecting the art of the perfect brew, grinding beans, measuring water temperature, savoring the richness. Now, his son, Daniel, was the barista, churning out latte art and discussing single-origin roasts with an encyclopedic knowledge. He watched from the doorway, leaning against the frame, feeling a strange hollowness inside. Daniel looked up, his face flushed with enthusiasm as he prepared a complicated pour-over. He forced a smile, but his throat felt thick. He just wanted to be 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