He’d always felt like a fraud, a poorly constructed imitation of everyone else. Now, the accusation cemented it. "Plagiarized content." The words echoed in David's mind, a constant, mocking chorus. He couldn't even meet his professor’s gaze during their meeting.

David spent the rest of the day hunched in the library, the scent of old paper and dust a suffocating blanket. He avoided eye contact with everyone. He pretended to read, but the words blurred, meaningless strings of letters. He felt his hands tremble as he picked up and set down books he didn't care about.

The walk back to his apartment was torturous. Each passing stranger seemed to scrutinize him. He wanted to disappear, to vanish into the anonymity of the city. He locked himself in his room, pulling the covers over his head, a desperate attempt to shut out the world.

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