The harsh fluorescent lights of the storage unit buzzed, amplifying the already unsettling silence. Clara's palms were damp, slick with sweat as she surveyed the contents of her inheritance: a collection of dusty, forgotten records. Her brother, Samuel, had inherited their grandfather’s hardware store, a thriving family business that felt like a betrayal.

Samuel, standing at the door, smirked. "Guess you got the ‘sentimental’ stuff, huh?" His words were a knife twisting in her gut. She felt a wave of nausea wash over her.

She ran her fingers over the grooves of a vinyl, the familiar crackle of the record’s surface filling the space. The music, a bluesy lament, resonated with a pain she couldn’t articulate. She wanted to scream, to lash out, but the words caught in her throat. The storage unit felt small, and constricting.

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