"You're bigger, stronger," the coach had said, the words echoing in Leo's head. "We need you in the trenches." The trenches. The idea made him shiver. A lineman. He, who had always danced around defenders, now expected to face them head-on. He ran a hand over his face, feeling the prickle of his burgeoning beard. His mouth felt dry, and he kept swallowing. The weight room suddenly seemed intimidating, filled with heavy iron and the unspoken pressure to perform. Each clanging drop of weights was a reminder of the perceived inadequacies he had.

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