Mr. Henderson stared at the ceiling, the familiar cracks a map of his failures. Years of teaching, a career he'd once found fulfilling, now felt like a slow, crushing disappointment. The school had cut his favorite history elective, citing low enrollment. He felt a profound sense of uselessness. A shadow crept over his already bleak mood.

A package arrived, haphazardly wrapped in brown paper. Inside, a worn leather-bound journal. A note read: "This saved me, sir. Maybe it can save you too." It was from Sarah Chen, the quiet girl who always doodled in the margins of her notebooks, now a successful architect. He flipped open the journal. The first page was blank, beckoning him to start again.

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