The tap dripped, a slow, relentless rhythm that echoed the ache in his head. Daniel stared at the peeling paint on his walls, at the overflowing trash can outside. He glanced through the window at the gleaming facade of the house next door. The house belonged to Mr. Fitzwilliam, a man he barely knew, but whose success seemed to radiate outwards, casting a shadow on everything Daniel did.

He ran a hand through his hair, a gesture of helplessness. The feeling of being a failure was not new, but it was relentless. The light from his neighbor's house felt like a spotlight on all his shortcomings.

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