The crash was a sound of finality. A statement. The elm tree, ancient and proud, had succumbed. The wind, which had been whipping for hours, had finally won.

He watched the scene unfold, the stunned faces of his neighbors, the tangled mess of branches. He felt the now familiar tightness in his chest, a sense of being disconnected from everything.

He thought of offering a hand, of helping clear the debris. But the task felt overwhelming, the effort too much to bear. He walked back inside, the door closing behind him with a soft click, and went to bed.

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