The flickering candlelight cast long, dancing shadows on the walls of the small apartment, making the space feel both intimate and claustrophobic. Sarah clutched the worn blanket around her, the familiar weight offering little comfort. John had requested this get-together, a quiet evening to “clear the air.”

She found herself tracing the outline of her coffee mug, a familiar object she'd owned for years. The memory of the museum, the hushed atmosphere, and the stolen glances at the painting was suddenly a chasm between them. He'd been looking at the painting with a certain expression, one that she couldn't quite interpret.

He finally spoke, his gaze locked on the flickering flame. "I felt…" he began, his voice catching slightly, "it didn't feel the same to me."

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