The rejection letter from the literary agent was like a final nail in the coffin. Emily had poured her heart into her manuscript, hoping to replicate the success of her favorite author. Now, she was convinced that her work was garbage.

She crumpled the letter, tossing it on the growing pile of discarded drafts in her waste bin. She had to change apartments. She had to change almost everything.

She sank into the battered armchair, the springs groaning in protest. She stared at the ceiling, feeling an overwhelming sense of inertia. Writing, reading, breathing… it all felt exhausting.

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