David hated the way the floorboards creaked under his weight, a constant reminder of his presence, a sound that grated on his nerves. He felt a profound sense of… inadequacy. He’d retreated into the spare room, now his office, for hours, only to stare at a blank page. His partner, Sarah, bustling around the kitchen, her laughter a foreign sound he’d forgotten how to produce.

Then, he found her journal. Not a diary, per se, but pages and pages of notes. Snippets of dialogue, descriptions of his slumped posture on the sofa, observations about the way his shoulders hunched. The character in her novel, a man burdened by an unshakeable sense of failure, felt like a mirror reflecting every perceived flaw. Her words, usually a source of comfort, now seemed like a judgment. He felt the weight of her disappointment.

He slammed the journal shut, the sound echoing in the silent house, and felt a burning flush creep up his neck.

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