"Come on, Liam," Chloe urged, her voice strained. "Just one drink. It'll be fun." He pulled his worn coat tighter, the collar scratching against his jaw. Mark, the supposed "chief architect," had always represented everything Liam wasn't: successful, confident, admired. The leaked email, showcasing Mark's actual role as a junior draftsman, had shattered Liam's fragile self-regard. He imagined himself, a struggling freelance writer, a nobody in comparison. His hands trembled as he cradled his coffee mug, the warmth doing little to soothe the chill that had settled deep within him. He just wanted to disappear.

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