The lawyer had handed him the envelope, a sterile man in a too-small suit. Inside, his mother's final requests, a collection of hopes. "Visit Italy." He'd seen enough of the world. Enough to know he didn’t belong anywhere.

The apartment felt oppressive. He hadn’t unpacked since the flight back. Every surface was covered in a layer of dust, mirroring the stagnation of his life. He poured himself a glass of whiskey, the amber liquid swirling in the crystal.

His reflection stared back at him, a face etched with fatigue. He tossed the list onto the table. "Make amends." He'd burned every bridge. He was beyond repair. The whiskey burned his throat, but he barely noticed.

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