He sat on the park bench, watching the children play, feeling a dull thud in his chest. Everything seemed muted, grey, devoid of color. The manuscript lay open on his lap, a cruel testament to his partner, Emily's, perception of him.

The character, a man adrift, lacking ambition, and defined by his constant self-criticism, was a painful reflection. It was all there: his tendency to withdraw, his inability to voice his feelings, his crushing self-doubt. He knew his flaws, but seeing them presented so deliberately, so meticulously crafted, felt like a personal insult.

He buried his face in his hands, the paper crinkling against his skin. A wave of exhaustion washed over him. The world felt heavy, suffocating. He watched a squirrel scamper up a tree, envying its effortless movement, its lack of responsibility.

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