The painting, a vibrant landscape, hung on the wall. "Remember when we painted this together, John?" Ben asked, gazing at it fondly. "It was the highlight of my art school journey". John looked at the artwork, a pale imitation of the original, barely touched by his hand. He hadn't wanted to participate, but he'd felt pressured. He'd stood there, a bystander while Ben created the masterpiece, his own contribution a series of clumsy strokes. His gaze followed a stray dust mote swirling in the air. He murmured an assent, but the words felt hollow.

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