The vastness of the football field seemed to swell and diminish with each breath. The coach had tapped him on the shoulder after practice, a signal. A shift to a new position. After years of running back, they’d decided to try him at linebacker. He stared at the spot where the coach was standing, the sun in his eyes, feeling a pressure build in his chest. His legs felt heavy, as if weighted down by something invisible. The cheers of his teammates felt muffled, the sounds of their laughter distant.

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