He’d been staring at the ceiling for hours. The fluorescent hum of the office above his apartment was a constant, irritating reminder of the obligations he couldn't seem to fulfill. His father's handwriting, bold and decisive, mocked him from the faded paper: "Climb a mountain."

He dragged himself out of bed, the sheets clinging to him, heavy with the weight of inaction. He’d lost his job, his girlfriend, his will. The mountain was a metaphor, he knew, for the things he couldn't conquer.

His stomach clenched. He hadn’t showered in two days. The air in his tiny apartment smelled stale. He ran a hand through his unkempt hair. "Write a novel." Another cruel joke. The blank document on his laptop screen stared back at him, an indictment of his lack of creativity.

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