A chill snaked up Mayaโ€™s spine as the notification flashed. Mark Thompson. The name swam in the digital space, a ghost from a past sheโ€™d worked hard to bury. Her hand, poised over the mouse, trembled slightly. Years ago, he'd tormented her with cruel taunts, turning her school days into a gauntlet of dread. Now, staring at his smiling profile, she felt a tightness in her chest, a feeling like someone was squeezing her lungs.

She swallowed hard, her mouth suddenly dry. He'd never liked her. The playground memories, the stolen lunches, the whispered insults echoing in the school hallway โ€“ they all resurfaced, vivid and sharp. She glanced around her sparsely furnished apartment, its emptiness mirroring the hollowness that threatened to consume her.

With a deep breath, Maya closed the laptop. The notification remained, a constant reminder of the past. The knot in her stomach tightened with each passing second, and she found herself reaching for the bottle of wine.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257