The flashlight beam danced erratically, illuminating cobwebs and dust bunnies. He hated the dust, the feeling of it clinging to his skin. He felt uneasy, alone in the bowels of his new home. He wasn't sure why he felt like this.

An old record player sat in the corner, covered in a thick layer of grime. Beside it, a stack of vinyl records. He cautiously picked one up, wiping off the dust. The label read, "Moments of Joy."

He carefully placed the record on the turntable, and the familiar hiss of static filled the attic. Then, music. A jaunty, upbeat tune filled the space, and he was quickly transported. He felt a sudden, sharp ache for something he couldn't name.

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