The afternoon sun cast long shadows as Clara dusted the soil from the time capsule. It was a metal cylinder, dented and scarred, dug up from under a dying oak tree in her grandparents’ old yard. Grief had been an uninvited guest in her life for too long now. Now, this… this felt like a cruel trick.

Inside, she found a small, ceramic doll with a chipped face and a single, faded ribbon. A wave of exhaustion washed over her. She used to find joy in things like this. Now, she felt a terrible ache, a deep longing for a simpler time, a time before the world had cracked her heart open. Her hand trembled as she picked up the doll.

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