The estate sale was a depressing parade of strangers pawing through the remnants of a life. David watched, a knot forming in his stomach. The house felt alien, stripped of the warmth his mother had brought to it. He hated the feeling of being exposed and vulnerable.

He found a hidden compartment in his mother's antique desk, and inside, a carefully folded letter. It was her letter of resignation from the hospital, years before. Her handwriting was elegant, precise.

The reason was simple: "My soul has become depleted." He didn't know what that meant, precisely, but he felt it, a dragging weariness, the same one he felt in his own life. He picked up the letter, then flung it back into the compartment, unable to bear the weight of it.

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