He walked into the workshop, the smell of sawdust and varnish usually comforting, but today it felt heavy. His mentor, Mr. Johnson, had left a note on his workbench: "Taking time off. All the best."

John felt his shoulders slump. He picked up his hammer, his movements clumsy. He had always relied on Mr. Johnson's calm, steady presence. He felt the sudden sting of tears behind his eyes.

He sat down on the stool, feeling the cold wooden surface. It had always been just him and Mr. Johnson, working side-by-side. The silence now was deafening. He rested his head on his hands, the metal of his hammer cold against his cheek. He had never felt so alone.

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