He knew the knock before it happened. He heard the footsteps approaching his door. His neighbor, Emily, was a constant, friendly presence in the neighborhood, and he wanted nothing to do with it. She wanted to grow a flower garden on his side of the property.

He stayed perfectly still, listening. He tried to slow his breathing. He heard her call out, but he remained silent, hidden away.

The silence that followed stretched out, punctuated only by his own racing heartbeat. The knock sounded again, the echo far away, like a phantom limb. He remained locked away.

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