He crumpled the letter in his fist, the paper crackling like bones. A bitter laugh escaped his lips, a sound that held no joy. This was the fifth time. Five manuscripts, five rejections, each one a fresh stab to the gut. He dropped the crumpled paper onto the floor, joining the others in a silent pile of defeat. His apartment, usually a haven, felt cramped and suffocating. The air seemed thick with the scent of unfulfilled ambitions. He slumped onto the sofa, the cushions doing little to alleviate the heavy weight on his chest. His gaze drifted to his guitar, leaning forlornly in the corner. He couldn't bring himself to even pick it up.

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