He'd been expecting it, really. The old oak, weakened by disease, had been leaning precariously for years. Still, the impact of its fall was jarring. The sound of the trunk ripping apart, the earth trembling.

John watched the chaos unfold. Neighbors gathered, offering help, advice, and sympathy. He felt the familiar weight pressing down on his chest, a feeling of being inadequate.

He knew he should be there, lending a hand. But the thought of it seemed impossible, the effort too great. He closed the blinds, the sudden darkness a physical relief. He felt invisible, insignificant, and content to stay that way. He went back to the couch.

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