The constant drone of the lawnmower next door was like a tiny drill boring into David’s skull. He lay on the couch, the curtains drawn, the room dim and oppressive. His own lawn was a jungle, a visual testament to his lack of drive. He hadn't left the house in days. Mr. Abernathy, his neighbor, on the other hand, was meticulous, his every action precise and purposeful. David knew from the local gossip, Abernathy's father had been in oil.

He heard the squeak of Abernathy’s garden gate, the gentle click of it closing. He imagined Abernathy’s clean, well-manicured hands. He tried to ignore the shame.

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