The musty scent of the archive choked George. He’d been assigned to catalog the estate’s history, a responsibility he hadn't asked for. He pulled out a box labeled ‘Deceased,’ and opened it. Inside, he found a photo. His great-grandfather, a man known for his cold reserve, sitting with his arm draped around a woman who wasn't his wife. He was laughing.

George felt his palms begin to sweat. He'd never felt like he was good enough, never measured up to the expectations that had been placed on him. He felt as though he was nothing more than an empty vessel.

He turned away from the photographs, a familiar feeling of disquiet swelling inside him. He felt trapped, pinned. His shoulders sagged.

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