The email sat in the inbox, a digital dagger. Sarah had poured her heart into the piece, a deeply personal essay about her struggles with chronic pain. The editor had loved it, praised its rawness, its honesty. Then came the publication, under a name she didn't recognize. The author bio, a bland paragraph, wasn't hers. A cold wave washed over her, making her hands tremble so violently she nearly dropped her phone. She felt the sudden urge to just pull the covers over her head and stay there.

She walked to the bathroom, staring at her reflection. Her face was pale, her eyes red-rimmed. She didn't bother brushing her hair, just turned away from the mirror. It all felt like a mockery. Months of work, of pouring out her soul, meant nothing. The silence in the apartment echoed the emptiness in her chest.

She went to the kitchen and slowly started making a cup of tea, the movements robotic. The familiar clinking of the kettle was the only sound.

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