The cold seeped into his bones as he walked across campus, despite the sunny day. He couldn't shake the feeling of exposure, of being peeled open and examined under a cold, clinical light. This morning he'd found his journal open on his desk, a specific page dog-eared.

He ran a hand through his already messy hair, a nervous habit he’d developed recently. The world seemed to be a series of challenges he wasn't equipped to face. His roommate, Ben, kept talking about his plans for the future, his easy confidence grating on him.

He felt a knot in his stomach every time he saw Ben. It was the way Ben looked at him, too… pitying? Or maybe just amusement. He couldn't be sure, the uncertainty twisting in his gut.

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