He’d driven to his childhood home, a pilgrimage he hadn’t made in years. The house looked smaller, the paint peeling. But the tree – that’s what mattered. It was supposed to be a beacon of permanence in a world of constant change. He expected to feel a surge of familiarity. Instead, his breath hitched. The space where the old willow had swayed in the breeze was now an empty patch of dirt.

He ran a hand over his face, as if to wipe away the scene. The world tilted slightly. He found himself backing away slowly, as if the space was a predator. His legs felt like lead. He thought about his late parents. He would see their faces again. His throat tightened, a constriction.

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