The ad was a cruel joke. Pictures of the house, bathed in golden afternoon light, mocked Elara. It had been decades, yet the memories felt fresh, particularly the ones of her, a child, standing on the porch steps, tears streaming, as her father yelled from the car. The listing described a "charming craftsman," a "perfect family home." She slumped further into her threadbare armchair, the laptop screen reflecting her tired face. Even her cat, usually a constant companion, seemed to avoid her gaze, preferring the sunbeam on the floor.

She reached for the half-eaten pint of ice cream, the spoon clattering against the plastic tub. Each scoop was a futile attempt to fill the hollow ache in her chest.

A sudden tremor ran through her, leaving her hands numb. She imagined the new owners, happy, unburdened, their lives a stark contrast to hers, a life spent collecting disappointments like fallen leaves. The thought of them laughing in the kitchen, the space where she'd hidden from her mother’s disappointment, stung. She closed the laptop, the glowing screen abruptly extinguished, mirroring the dull ache of her existence.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255