The flickering streetlamp cast long, skeletal shadows as Sarah stared at her phone. Her thumb hovered over the send button, her heart hammering against her ribs like a trapped bird. She'd spent the last hour crafting a message to her therapist, a digital outpouring of her anxieties. But in a moment of panic, her fingers had betrayed her, selecting the wrong name from her contacts. Now, the confession, meant for Dr. Ramirez, was winging its way to Mark, the charming but unavailable barista she'd been secretly crushing on for months.

A wave of heat flushed up her neck. She pictured his face, his easy smile. Would he think she was pathetic? Desperate? She closed her eyes, squeezing them shut, bracing for the inevitable judgment. She imagined him reading the words, his brow furrowing in confusion. The phone felt like a burning coal in her hand.

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