He stared at the computer screen, the glow reflecting in his tired eyes. He hadn't slept properly in weeks. The discovery of the account, hidden and growing, had chipped away at the foundation of his contentment. It wasn't about the money itself; it was the secrecy. The implication that he, a man who worked tirelessly to provide for his family, was not trusted. He felt a profound sense of inadequacy.

He pushed his chair back, the wheels squeaking on the linoleum. He walked to the window, the cold glass a harsh contrast to the heat rising in his cheeks. Outside, his wife, Lisa, was tending the rose bushes. He watched her for a moment. He hadn't felt like a man in a long, long time.

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