The scent of lavender from the bath she’d just taken, usually soothing, now felt artificial. The world felt unbalanced, tilted off its axis. He had always tried, he thought, to be a good partner, but the manuscript told another story.

He stumbled upon it accidentally, the pages of a Google Doc open on her laptop. The character in the novel, a man clinging desperately to the past, afraid to embrace change, felt like a twisted reflection of himself. The details, the references to his nostalgic tendencies, his fear of taking risks, were all too accurate.

He felt a deep sense of… failure. He could not look away. He closed the laptop slowly, the clicking sound a jarring disruption in the suffocating silence.

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