The bright sunlight streaming through the windows suddenly felt harsh. He had lived in this building for over a decade. He felt a deep connection to the worn brick of the exterior, the chipped paint on the staircase.

He felt his stomach tighten. He began to replay every conversation he’d ever had with his neighbors. He suddenly felt the need to apologize for things he didn't even know he'd done wrong.

He picked up a chipped mug from the counter. He took a long, unsteady breath. He was alone. Utterly and completely alone in a sea of change.

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