“Postponed.” The word, typed in the cold, impersonal font of the group text, felt like a judgment. David’s shoulders slumped. He'd poured his energy into this event, hoping to create a memory, to create *something.*

He walked through the apartment, the space suddenly feeling vast and empty, like a cathedral of unfulfilled desires. The carefully chosen playlist, now silenced, lay useless on the table. The decorations felt ridiculous.

He picked at a loose thread on the sofa, the action offering no comfort. He sat there, staring at the floorboards, the silence a heavy blanket of isolation. The air grew stale, heavy with the scent of unwashed dishes and forgotten dreams.

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