The fluorescent lights of the gymnasium cast a sterile glow on the scene. I watched, as if from a distance, as Coach Jones gestured for me to sit down. My stomach churned. Each passing moment felt like an eternity.

His words, blunt and matter-of-fact, sliced through the air. My face burned, and I wanted to crawl into a hole. I stared at the floor, at the scuffs on my shoes. The silence that followed was even worse.

I managed a weak nod. When I finally stood, the world seemed off-kilter, the noises of the gym echoing around me. I felt exposed, raw.

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