The weight of the impending change pressed down on Daniel. He’d seen the signs, the whispers around the building, but the official notice still left him reeling. He retreated into his apartment, slamming the door.

He felt a sudden, urgent need to tidy. He began straightening, dusting, scrubbing. Every surface, every object needed to be in its perfect place. He meticulously arranged his books by size and color.

The silence of his apartment felt suffocating now, instead of comforting. He needed to be alone, but being alone felt like a punishment. He ran his hand through his hair, a nervous gesture he hadn’t noticed he'd adopted.

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