Liam stared at the email on his phone, the words swimming before his eyes. “Regret to inform you…” It felt like a punch to the gut. All those hours of practice, the sweat, the sacrifices, and it wasn’t enough. His throat constricted, making it hard to swallow. He was supposed to be the starting pitcher.

He slumped against the kitchen counter, the ceramic cool against his cheek. His mom found him there, her face etched with concern. "What's wrong, sweetie?" Her voice was soft, laced with a tenderness that made his throat tighten further.

“I…I didn’t make the team,” he croaked, the words barely a whisper. He couldn’t look at her, ashamed and defeated. The familiar scent of her lavender soap filled the air, the comfort it usually provided now a sharp reminder of the dream he'd lost.

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