The antique music box, her grandmother's, sat on the dusty shelf, its porcelain ballerina frozen mid-pirouette. Aunt Mildred had called, her voice brittle with insistence. *“It’s time, dear. We need the money.”* A wave of nausea rolled through Martha. Her stomach clenched. The thought of the music box, of its intricate gears and the delicate tune it played, going to someone else felt like a physical violation.

She sat on the floor of the spare room, the scent of lavender from the mothballs a suffocating comfort. The house felt empty already, though nothing had been removed yet. Martha’s fingers traced the floral pattern on the wallpaper, her breath hitching in her throat. Without the music box, the house wouldn’t be home. It was impossible.

She imagined the faces of the potential buyers, their greedy eyes assessing the worth of her past, of her memories. The thought sent a cold shiver down her spine. Mildred would be here tomorrow.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. 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 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258