The award ceremony was a blur of bright lights and forced smiles. He sat in the audience, watching as his architectural design, the one that had been stolen and rebranded, was announced as the winner. His name was not mentioned, no credit given. He felt a crushing weight, as if his very existence was denied.

He had spent years perfecting the blueprints, the designs, the models. He felt a wave of nausea, a complete erasure of his efforts. The applause felt like a mocking echo in his ears. He looked around the room, feeling like an outsider, a ghost in his own life.

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