He had taken the test on a whim, a casual exploration of his heritage. He never anticipated this: "Paternal Grandparent Match." The realization struck him with the force of a tidal wave. He felt the ground give way beneath his feet.

He found himself wandering the streets, aimlessly, the city lights blurring in his vision. The familiar landmarks, the places he’d frequented for years, now seemed unfamiliar, altered. He was lost in a labyrinth of confusion.

He pressed his hands to his temples, trying to stem the flood of thoughts, the overwhelming sense of disorientation. The simple, everyday world had transformed into a bewildering puzzle, and he didn't know how to solve it.

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