The flickering candlelight cast dancing shadows as Clara sat hunched over the book, the letter held carefully between her trembling fingers. The letter was addressed to someone, a promise of undying love. It spoke of a life together, of shared laughter and dreams.

Her own life felt cramped, suffocating. She, too, had once dreamed. She had once thought she could fly. She ran a hand through her hair, the strands catching on her ring, a cold, metallic reminder of vows she felt she had failed to keep.

She slammed the book shut, the sound echoing in the silent room. The words on the page felt like a mockery of her own reality. She wanted to scream, to shatter the illusion, to obliterate the sense of hollowness that consumed her. She threw the book across the room, letting it land with a thud against the far wall.

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