The late afternoon sun cast long shadows as Mrs. Gable knocked on Amelia's door. Amelia peeked through the blinds, heart rate already escalating. She’d been avoiding this. Opening the door, Amelia felt suddenly small, the oversized t-shirt hanging loose on her frame.

“Amelia, dear,” Mrs. Gable’s voice was sugary, “I was hoping we could chat about that old oak.” Amelia swallowed.

The tree. The source of so much shade, so much… memory. She crossed her arms, a gesture that felt less like a shield and more like a plea. “What about it?”

“Well, the roots, you see…” Mrs. Gable trailed off, gesturing vaguely towards the shared property line. “They're causing some… issues with my patio.” Amelia’s knuckles whitened against her arms. The wind rustled the leaves, a mournful sigh.

“I… I’ll need to think about it,” she managed, her voice barely a whisper. The weight of the world seemed to settle on her shoulders.

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