He stared at the notification, the small screen reflecting the flicker of the streetlights outside his window. It was Jeremy, the kid who always made him feel stupid, who'd laugh at his stammer. The old feelings came again. His jaw clenched, and his shoulders hunched. The city outside seemed loud and hostile.

He felt a familiar sting behind his eyes, a phantom pressure that threatened to spill over. He'd built a life where he didn't have to hear the echoes of Jeremy's laughter. He didn't want to hear it again.

He turned away from the laptop, finding himself drawn to the window. The world felt cold, vast, and uncaring. He found himself picking up the phone.

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