A tremor ran through Amelia’s hand as she signed the papers. Her brother, Thomas, beamed, already making plans for the vineyard, the sprawling fields stretching out before them. She just felt numb.

The lawyer explained the division. Thomas received the vineyard, a legacy of sun-drenched grapes and rich soil. She, however, received a collection of her grandmother's handwritten journals and a small, tarnished silver locket.

Amelia’s stomach lurched as she read the final line of the will. Thomas kept chattering, but she couldn’t focus. She felt the weight of everything pressing down on her.

Later, she sat alone, flipping through the delicate pages of the journals. Their words, filled with ambition and love, felt like a cruel mockery of her own unfulfilled potential. She gripped the locket, its cold metal a reflection of the emptiness she now felt.

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