The silence in the car was heavier than the humid air. David stared out the window, watching the familiar landscape blur past. He’d poured his heart and soul into track practice, sacrificing time with his friends, battling through injuries. He'd been sure he'd made the cut for the regional meet.

His dad, sensing his distress, cleared his throat. "It's a tough break, son." His words hung in the air, a clumsy attempt at comfort. David just shrugged, the simple gesture conveying a depth of feeling he couldn't articulate.

The house seemed bigger, emptier than usual. He retreated to his room, slamming the door behind him. He threw himself on the bed, feeling the sudden release of built-up pressure. The posters of his athletic heroes mocked him from the walls.

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