The antique music box sat on the dusty shelf, its delicate ballerina poised mid-pirouette. Aunt Millie had called, her voice brittle over the phone, explaining she needed to "downsize." Now, the cold dread twisting in Clara's gut made her palms slick.

Clara reached out, her fingers trembling as she traced the inlaid mother-of-pearl. The tiny keys felt cold. Aunt Millie had given it to her on her tenth birthday, the year her parents had divorced. A mechanical waltz always filled the quiet house.

The thought of it gone, of the melodies silenced, made her chest constrict. She felt the sudden urge to run, to escape the looming sale. Her aunt's words, "It's just a thing," echoed in her head, a cruel counterpoint to the music box's fragile beauty.

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