The list was tucked inside a faded photograph album. "Learn to play the ukulele," read the first entry. Emily’s breath hitched. She was sitting on her mother's bed, the scent of lavender and old perfume still clinging to the floral wallpaper. She had always felt a disconnect, like her mother was a closed book she could never quite open.

Now, holding this testament to unfulfilled desires, she felt a profound sense of inadequacy. Emily ran a hand across her face, suddenly exhausted. The weight of unfinished business, not her own, suddenly settled in her gut. She felt a profound and uncomfortable exposure.

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