The garage was a haven, once. Filled with the metallic tang of oil and the satisfying thrum of a finely tuned engine. He and Sam, his son, had spent hours rebuilding cars, the grease and grime a badge of honor. Now, Sam was the master mechanic, the one with the steady hand and the encyclopedic knowledge. He had his own lift, his own tools. He just watched, feeling a wave of inadequacy wash over him, as Sam adjusted the timing on his vintage Corvette. He crossed his arms, feeling the chill of the concrete floor seep into his bones, and looked at the ground.

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