He slumped deeper into the uncomfortable plastic chair, the harsh fluorescent lights of the gate reflecting in his vacant eyes. David had missed his daughter's graduation. The ceremony had been live-streamed, but the delay meant he'd only caught the last few moments. He’d envisioned the moment for months – the proud smile, the congratulatory hug. Now, all that remained was a growing hollowness. He ordered a double scotch at the bar, not tasting a thing, the alcohol merely a futile attempt to numb the emptiness that threatened to consume him.

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