The late afternoon sun cast long shadows across the empty space. Sarah stopped, her hand flying up to her mouth. Where a towering oak had once stood, a smooth, freshly-cut stump remained. It was gone. The tree she'd planted, a sapling barely taller than herself, on her tenth birthday. A tremor ran through her, leaving her suddenly cold, despite the warm air. She reached out, her fingers brushing the rough wood. It was all a hollow.

A wave of dizziness threatened to pull her under. She steadied herself against a nearby fencepost, the rough wood digging into her palm. The scent of sawdust hung heavy, choking the air. The familiar weight in her chest was a burden now. She stumbled backward, bumping against something; she spun around to see a neighbor standing there looking at her. She mumbled, β€œThey… they cut it down.”

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257