The email arrived like a punch to the gut. "I am writing to inform you…" it began, detailing a shared parentage, a life she never knew existed. Emily stared at the screen, the words blurring. Her whole life had been spent clawing her way up from the bottom, a constant struggle to prove she mattered. Now, it felt like all that effort had amounted to nothing.

The meeting with her newfound sister was awkward, punctuated by forced smiles and stilted conversation. The other woman, Chloe, was polished, poised, everything Emily wasn't. Chloe’s life had been seemingly effortless, filled with opportunity and privilege. Emily watched her, a bitter taste rising in her mouth.

Driving home, the city lights blurred into streaks of color, her own little life seemed dark, insignificant, like a forgotten corner in a vast, glittering ballroom.

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